{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Simple example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To get started with Logomaker, we begin by importing some useful python packages and Logomaker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# useful imports\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline \n",
    "plt.ion()\n",
    "\n",
    "import logomaker as lm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now load an energy matrix for the transcription factor CRP into Logomaker using the built-in method [get_example_matrix](https://logomaker.readthedocs.io/en/latest/examples_src.html#get-example-matrix)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Description of example matrix \"crp_energy_matrix\":\n",
      "# \n",
      "# CRP energy matrix from Kinney et al. (2010).\n",
      "# Matrix values are in units of kcal/mol.\n",
      "# \n",
      "# References\n",
      "# \n",
      "# Kinney JB et al. (2010) Using deep sequencing to characterize the\n",
      "# biophysical mechanism of a transcriptional regulatory sequence.\n",
      "# Proc Natl Acad Sci USA. 107(20):9158–63.\n",
      "# \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>C</th>\n",
       "      <th>G</th>\n",
       "      <th>T</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pos</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.183642</td>\n",
       "      <td>-0.155864</td>\n",
       "      <td>-0.094136</td>\n",
       "      <td>0.066358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.290123</td>\n",
       "      <td>-0.277778</td>\n",
       "      <td>-0.111111</td>\n",
       "      <td>0.098765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.276235</td>\n",
       "      <td>-0.316358</td>\n",
       "      <td>-0.168210</td>\n",
       "      <td>0.208333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.226852</td>\n",
       "      <td>-0.285494</td>\n",
       "      <td>-0.297840</td>\n",
       "      <td>0.356481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.060185</td>\n",
       "      <td>-0.143519</td>\n",
       "      <td>-0.057099</td>\n",
       "      <td>0.140432</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            A         C         G         T\n",
       "pos                                        \n",
       "0    0.183642 -0.155864 -0.094136  0.066358\n",
       "1    0.290123 -0.277778 -0.111111  0.098765\n",
       "2    0.276235 -0.316358 -0.168210  0.208333\n",
       "3    0.226852 -0.285494 -0.297840  0.356481\n",
       "4    0.060185 -0.143519 -0.057099  0.140432"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# logomaker method to load example matrices\n",
    "crp_df = -lm.get_example_matrix('crp_energy_matrix')\n",
    "crp_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These data are from [1](#sort_seq). To draw a logo, logomaker expects a pandas dataframe as input to its [Logo](https://logomaker.readthedocs.io/en/latest/Logo.html) class. The columns of this dataframe represent characters, rows represent positions, and values represent character heights conveying some type of information about their biological importance. Thus, we draw the logo as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CB98U/06Y1HSZjuAc86V3Y/mS5doG4b857/OJgi6PQPQIt2+3KX2Ty32b0za7PVdDo6k4\nG+LLZDHx0oaXWH10NZ0jO/PKqFeICaw/yt9RbwQFNTwzMyBABOmrYTQZOZR3SDHmaPnqGN4RL52X\nInZzV9au5hFf+/eL8v1n8mypo65g2ty5Z36tCwRNfJ2ryDKMHq0emHA6vPsubNsmsgzPF0zlUO2Q\nPqVWw8sVYb2g938hbzP0sgtEz8iABx8UueFn0gS8RQtRYmP8eBXLl5uv1qlVkPyS6/25G+Dqo8Ja\n54JNaa7F1/Gi42SWZtIiSCvYqtG8nA3x9cy6Z3h186sAJGUkkZybzJ93/Im+nsVWeblyu23bxg3T\nTM5JxiybFWOOli8vvRedIzuzN8cWXrHzVDPFfa1Z0zjCq45VqxrvWhcAjZLtKEnSFZIkHZIk6Ygk\nSbNV9t8mSVKuJEm7al/TG+N9/9FYLEIkNBay7LoK4LlKhcp8gz3s0ltHl4fh4u/AO8w2NmMGLFsG\nR49Caurpv5KS4IYbxM/V8a4tuxF1p35xP+eaEshY7nJ3ZmkmxwqPWbdDfUPpE6ssx+3OLamh0VQ4\n9khsavFVUFnAW1uUXbH/OvkXyw+5/v7U4Si+Gttj5pi5GBsYS7ifc0qkoyDbld1MGY+N/cs5V9Na\nz1HOWHxJkqQHPgCuBLoCN0mS1FXl0MWyLPeufc070/f9x6PXi2bVvXqJHObQUOVL7U7h7e18XGio\nWNL961+iAe75RIWK+PRroF/AEYsF1q8/s2vYU10NmzeDzsfhfVQ69dZR6MHKtuAvl7sc3YoD4wcy\nJGGIYmxD6ob630NDo5HROxibmrrxwg8Hf1A0ra7j671f13tuWZly27eRY9zrC7avo3uUMu5rd9Zu\nzBaz6rGNyrhx4NeI5XBuuqnxrnUB0Bhux4HAEVmWjwFIkrQIGA/sb4RrX9hMmiReaqxZ41zQ9M47\n4cMPm35ezYVRpVy27xmKr6Yo/6DTNUx8eVJvrPSoy12OLsdB8YPoFNGJD7Z9YB3bkKaJL43mx2AA\ns51ucHRDNja/HlUpUQ/8duw3TBYTBp3rR5zj3BrbcOOx+HIIui+vKedo4VE6RXRq3Ak5kpAgQlEW\nLlQPuFfr/zl5MoSEKMfqAu5vvrnp5voPpDHEVzxg/xvKAAapHDdJkqThwGHgIVmWnbq6SpI0A5gB\n0Kq2bozGBYy50mFAchsH5RGSJGLp6gr0nCl+fjBsGBQ5WOnciS+LSjV8R4wqTfJqcQy2Hxg/kMQI\npTt2X84+8ivyifBvvv6SGhoGg1LUNKX4kmWZ30/8rrqvpKqk3sB1Ly/l/KobsQygLMtONb6CfYI5\nkHvA6VgvvbP7b1fWrqYXXwDdusFLLuJPx451Fl8vvggdOjT9vC4AmivgfgWwUJblKkmSZgILgEsd\nD5JleS4wF6B///7/mE7BGSUZfL7rc1KLUokOiOamHjc5rXY0VHAUX4aAxslYnDdPBMrv3u0ccF9W\nBidOKMfCwpybtoEYe+QRUUmy1MHyJbsRX14elMpwIdBKq0qdYkkGxQ8i0j+ScL9wRWPeTWmbGN95\nfP3vpaHRSDi2jGxK8XUg7wA55Tku9/9+4ne34svHRzk/xxiwMyGtOI3iqmLF2EsbX+KljW4SbezY\neWonN3S7ofEmpHHO0Rji6yRg3+ulZe2YFVmW7UsozwNeb4T3PS84mHeQi/53EUVGW+Ov1/98ne9v\n/J5xncadxZmdBzj2S3R07Z0uMTHw+efq+9avFxW77bn+evjkE/fXdCyqajaK8hN6lTn7Rtc/R7Ve\nkcCWjC2KRrxtQ9sSFSCqOw5uOZiVKSut+zambdTEl0az4usLxXaaoynFl6PVy9/Ln4qaCuv2+hPr\neWSIQ5cLOwICoKTEtt2Y4svR5dhQmi3oXuOs0RjZjtuAjpIktZUkyRuYDChSTSRJsg/UuQZwtr3+\nA5FlmZk/zVQILxB1aaYvn05ZdZmLMzUAZ8uXvp6I2JLDkP698yt7vXMdrsZGTRiqxawBxHhQod+F\n29Ip3qulzcM/OH6wYp8WdK/R3AQHK7dPx5VXUQG//VZ/sL6j+Lqr712K7Q2pG6gxu7ZAO1akPx3x\ntXAhTJggQqfscXQ5NpRmKzehcdY4Y/Ely7IJuA/4FSGqvpVlOVmSpBckSbqm9rBZkiQlS5K0G5gF\n3Ham73s+sOrIKsUDUMIW7J1dns3bW94+G9M6f3CyfLmJiM3fDr/0hE3XOr/WXQqr+kJNadPN1aDS\nR6XylPqx7W5tWL0yOzamKUtIDGwx0PpveyEG8PepvymtasLPrKHhgKP4MnoQ3ujI9Olw2WXwwQeu\nj1GL95rZbybBPrYJlFWXsT1zu8trRDsYoLOylMkC9XHqFEybBj/+KLo02ZfZOFPLV3Z5NlllLhZv\nGv8IGqXOlyzLK2VZ7iTLcntZlv9TO/asLMvLa//9hCzL3WRZ7iXL8khZlg+6v+L5j0W28MTaJxRj\nn43/DJ1k+5G/vvl1tzELFzxOtbPc3BmPfurcX9Gekv1wov7089NGzZXoSnz5RMIVO+DyHTBmi3hd\nop61ZU+NuYYtGVsUY/aCa2D8QMU+s2wmKSOp/rlraDQSjuKrwIPEXnuKikRbSYA33nBt/dqfu5/c\nilzrdqR/JJ0jOzuVXFl3fJ3L93LM6TIaRfk+T/nhB1vI6MmTygo2jnGZp4Nm/fpno1W4byIW7Vuk\nWP1c0uYSbut9G+uOr+PLPV8CUFpdygt/vMD7Y98/W9M8t9E71KBxJ64KXK9wreRuhI53n9mcXOGj\nIr6MLsQXgM4Lwvvatj0oP7EzayeVJpsr1qAzKIqrhvqG0iWyCwfybF79DakbuKz9ZfVeW0OjMXCs\nQlBWBqWlonWPJ2zbZiu6npYmxJBaL29Hq9eQhCFIksTQhKGsOmKrtL7uxDqeGv6U6nslqtRrPnAA\n2rXzbK6bHJpM1OXplFaVcrTQdakYT9mVtYsrO155xtdpdoxG2LgRcnLOrIK+vz/06WP7haxZI67r\nWKCtIej10Lq1qEkW7lzwtjnRxJcdlTWVvJX0FquPrcZkMTE4fjCzh822BjR7SrW5mmfWP6MYe2a4\n2H7q4qf4eu/X1qDpT3Z8wqxBs5onrfh8Q+cQ4+UubsuxDZEapYfqP+Z0aYjl6zRxjPfqGdMTPy+l\nQB3ccrBCfDm6KTU0mhJHVx4I95yn4muXg8Fozx518bX+hLJQ8tCEoQAMazVMMb45bTOVNZVO3xOA\nLl2cr7tvn2e1qGUZNjiEVNYVmLVvFXQm7Mw6Ty1fQ4fC3383zrUkCX79FSorRRu3xmLhQmf13Mxo\n4qsWWZaZvGyyoi3Fn+l/svLISrbftZ0Ab897T8zdMVfR/uWilhcxso1oap0Ymcjk7pP5Zu83gAi+\nf2LtEyy7YVkjfZJ/EIYGWL68Q6G+gNmmjPnyChHWLPtA+SYWX4PincvpDW45mPm75lu3t2ZsxWgy\n4muov3y3LENmplj9nzghMsGMRggMFBaNNm3EQtTRtaShUYdaY+rMTOjk4doyJUW5XaiyprLIFv5I\n/UMxVuduHBg/EIPOgMki/IFV5iqSMpK4tK1TZSMGDnQaYs0aUYWmPg4dcu7+VmdIUQu2z34kmyh/\n94v4QfMGsS3TFrnfGK7Ls0L37o0nvuLiRHb6gUbO0auoqP+YJkYTX7WsTFmp2g/sYN5B3kp6i2dG\nPKNyljNl1WW8uOFFxdgzw59Bsotfevrip1m4dyEyIqDhuwPfsTltM0NbDT2DT/APxNHtaK4UfQ+9\nVJ7+Id3qb9tjbsIvnCQJ12OlXZUVd27HBiLLskfiy3GsylzFtpPbuLj1xS6vvX8/fPyxqDt7/Hj9\nc+nZUxS6vvVW0VtcQ6OO2FjnscxMz893FF9qGYjJOcnkVdgqsnvrva31vPy9/OkX14+tJ7da9687\nvk5VfMXEQPv2osVrHevXC3dnfTW+56k0yKtzYzoG28cExBAdUH95mR7RPRTiK6UghdKqUoJ8PDQb\nnissWADvvgu5uc5uxz17ROkee8aNgzffdL5OQID4g9LroUcPsTrcvFnd7fjbb869iydOdPaD17kd\n77yz4Z+rkdHEF+LB9uzvzyrGJCSrOHpry1vcP+h+Qn3rL445J2mOIoi+X1w/ruhwheKYLlFduLH7\njSzat8g69uhvj7L5js0KkXbBo1fJICw7AWE9ncc7PQAZ34PJjflLPoP4A0/wdRBfjWj5SilIUQQY\ng3N2I4gmvQFeAZTX2H4OG1I3qIqv/Hy47z5YtEg5rtfDoEFiAevnJyxghw/DX3+JjK49e8TrpZfg\nuefg0UebpmuThmckpSex7MAyqkxVXNz6Yq7rep0isac5URPjjhYidxxyiAzwV7kFOMZ79Yvrp7Ds\nDk0Y6iS+XDFqlFJ8mc3w9tvw1lsuT8FohPnzlWO+vjbrnqP48rSgdo8Y5wzoPdl7zs9FeUiIs/AB\nkVHhSHBw/aZRSRIrvsmT1fdfdZWz+HrtNejY0bP5ngU08QUsP7Scv0/ZzKQj24wkLijO6hosMhbx\n5p9v8uKlL7q6BAC55bm88ecbirGEkATeSnL+Jgd7K603SRlJfHfgOyZ1ddHL8UJErYl2+XF18RXR\nH65JhbwttqzImhLYckvTztEe/wSl9a3koHBD6pzbhzQUR6tXiE+IapygQWdgQPwAxQNKLe4rI0OE\nZqSl2cbCw+HVV8X9TS1GJy9PCK533hHbFRXCRWM2wxNPOB+v0fR8sfsLbv3hVuv2+9ve59ZetzJ/\n/PyzspBr29Z5LDnZs3OLi0V8mD2q4iv1d8W2Y4bjsFbDeGuL7Z7718m/XFqQJkyAuXOVY3Pnwv33\nq38WgP/+1zmL8+KLRXV/i2xhb7Yy5qtHtGdlZXrGON/X9uXsOz/Fl0a9XPDiyyJbeO735xRjjw99\nnBZBLaziC2DOljncP+h+t+bjVza9Qmm1Mq7oh4M/8MPBHzyay+y1s7km8RrVXl8XJP4JzmPlJ1wf\n7xMB8XbRslUqzWKbksD2ym1zJRTtVWY1niaO4qu8ppw2b7dRPTa/Ml+xvTl9s6LJsCwLy7+98PL2\nFolEXbu6nkNkpLAKDBokXI51dY3Wr9fE19mg2FjMA6secBpfsHsBU3tOZXQ7D4r5NjLt2zuP7dnj\n2bnbVRKWAwOV2xbZ4mT5qgu2t247iBWzbGZD6gau6uQcSX/ppRARIazAdZSXi9juX391jmFbvBie\nf955nhMmiP8fKzymsDpDAyxfKiJtX84+j87VOP84O7bpc4jvDnynMBP3iunFZe0vo0dMD67qaPuy\nlteU8+qmV11eJ7UolQ+2uakK6AFHCo7wyY562thcSPip+DDKPAhKOlsEqTSczd/iPHYaOFqvTBYT\n6SXpqi/7Fisg4hDtg3c3bIAtDtOaPt298LLnpptEVtiHH8KXX8LSpaf1kTTOkHl/z3PqnlGHowW+\nufD3d26DumePeuC8I+vXO4+1bKnc3pezT9G/FJwtX9EB0U5WYVeuRx8f9fCfvXuFx+rhh+Hnn0Vy\n3KWXCquwYyFWHx+YVOuwUGucreZOVCMqIIqYgBjF2P68/R6dazQZ2ZW1i79O/kV+RX79J2icdS5o\n8WW2mJ2sXo8Nfcxqrn9imHI5/+G2D0kvdujyXstzvz9HtdnWS6NdWDvKnyyn6ukqt68JnScorvPv\nP/5NsbHY8fLOeKtUe1cbO5/R+4Cv8mZE+TksvkJUVrjZKk+UBpJVlsWRgiNndA37Tgs7djjvv6GB\nPXw7dYJ77oGpU7Xsx7OByWLivb/eU4wFetvMRKuPrmZ/rmcP7sbGMXzHYhHx0PWhJr4cA9/XH1ce\n1D6sPTGBDvcInK1h6064jvu69171W2d5uYj9GjcOpkxRnx+IKvcxtVM4UXRCsU9ColtUN5fv7Uif\nuD6K7VOl9ceNLti1gJj/xtDnkz4MmjeI6P9GM2PFDLetlTTOPuet+CqvLmfNsTUs2reIlSkrT0vt\nL9m/RHGDah3SWtFJfmiroVzcyhaoXGWucspkBLHaqSucWsczw5/B38sfb72329e/L/m34ry8ijze\n3fpu/ZNPTBRBBvZ098y8fV7h73D3LT0zEdKkhPUBHOJsMn/2sMSF62SAzWmbz2haoBRfalnWdTWK\nNM4PfjzrJ3QuAAAgAElEQVT4I6nFtnLso9uNduptOCdpTnNPC4DevZ3HfvnF/TllZSKhw56gIOeY\nbcd4L1fxUI71vnZl7XL5jGjVCh580P38XOHlJRJO6iipKlHs7xzZuUFlivrGKkMU7LM61diUtok7\nlt+heF+LbOHTvz91qjWpcW5xXoqv1UdXkzAngTFfjuGmZTdx1TdXEf9WPB9u+9Dja5gtZp7//XnF\n2MMXPWyNi6lj9rDZiu3Pdn5GSr4yH3rJ/iXWoqkAXSK7MLXnVI/m0TOmJ9N6TVOMLT3ggR8nJkY0\nPwsNFSLsxhvFEuxcxFelxpSfc9FDVUIcfGEl+6HyHO155hUEwZ2VY+ZKyPix/nMPO7is7f4OHeO9\nTodNaZusf6N9VULQdjewFd28eXDllcLd4olVQwOoKYPSFCjcLRJDCnaIpIyakvrPdeDtrcq+sDP6\nzmBmv5mKsS/2fEF2WfYZTfl0UPv7+uUXWyseNX76yXl/p07KLFqLbOGPE8r6XhF+ESSlJzm9vPXO\npizHWDF7nnpKPV6tPp55RplQ55gR72jJqo8B8QMU2+4y7CtqKrjjxzus32svnRdxgbYgtTf+fMOp\nHZmGCiUlosbOsWOn/zp1qmGNQTkPA+6Tc5K5dvG1TkGNVeYq7l15L/FB8YzvXH8l3IX7FnIo35bX\nHOAVwOh2o0krTlMc1y2qG+3D2lvbRZhl4ar8ZpItGH9i54l8suMTMkszCfQO5NOrP3USce7475j/\nsiVjC4fzD+Ot92ZG3xn1nrM3ey9PBf3EX096I5uC6Rx3iqfSfz83W8molb2O8rBrQGgv57FTq6Dd\nbWc0pSYjvD+UOMR97H8FWl0v3KhqFOyA5JeUY5It6WJTulJ8xQXG0SVKpTy3HZmlmRzMs7VQza/M\n50DuAbpFd+Oyy6BzZzho12H1v/8VrpWwMLeXBeCzz+AuOyNLcrLyWvbU1MCff4qai/v3i9I/paVi\nvRASIoL4e/WCAQOExUR3Xi4HXVB2DNKWCNdz0S4wuhFCPlEQMQhajIXWk8Hb9S9ie+Z2hSCP8o9i\nfOfxeOu9GdlmpLX6e7W5mg+2fcALI19otI/kCWriKzsbvv1W/I05Isvw3nvO4/36Kbf3ZO+h0KgM\nHpuzZQ5ztnhm4Vt3fJ3LbPLgYPjuO5EB7Gn3mhtuEKLNnsRIZc+iIS2V8Wj14Ri/1jXKdSDmU2uf\nIqXAZgh4dMijDG45mGsWXQMIsTrt+2nsunsX/l4qaaMacPPN8M039R/nCTHO7m93nFfiq7CykAmL\nJ1iFl4/ehyXXL2HaD9OsgadTv59K0p1JbjNMTBYT//5D6e4rrymn64eeRRwv3LeQ2cNmW1ODe5T4\ncnzbUFIz9xNbKhO08J4Gfa4oIFny5mhQIrFBcYQkRoNK9eU60ovTuWTBJYrA05zUDWxK28Rvt/ym\nWlDQSk2NiLY+dcr9UrQ+dDrx9BwwQDxB3dG6tahjYJ+frXaHViPyIuextMXnrviKGAAnlC5oSvbD\nvheg13+cjy9Ph40TQHb4XXiJtPiy6jKnBruzBs1yssg6sjF1I8M/H64Y25C6gW7R3TAYRADxJZeI\n9H4QFe1HjBBB9MOGOV0OEO7KN990zvaaobJWSEmB11+HJUts71EfrVqJLMp//UsYdM8WFtnCrqxd\nHCs8htliJi4ojoHxAz3qEgBAeSrseABOLgfsOkMHd4Gw3uAbBzpvMJVB2VHI3QBVuZD5k3jtfgL6\nvgPtblW9/NtblFav23vfbrX03NP/HkXrnQ+3fcjsYbOb9eGbmChuDY6/96eegmuucc5gXLZMCHRH\nHG8R7ixXnrD2+Fq3+3v2FMkoV1/tXDLKkUmT4PPPnRcLI1qPIDog2lrrcUz7MQ2aY3RANIPiB1nr\nlN3Y7UbV4zambuSdre9Yt1uHtOap4U/h7+XPhM4TrBn2KQUpPP7b47w3VkXdaoi2RY1FTcNi7M4b\n8WW2mJny3RRF4PGcy+dwdeLVzB8/n4mLJwLiYXX1wqvZdtc2Iv3VRcFXe7464wDmZ9Y/w4+Ta91J\nSUl4L1rCmZRzMwBizXQIDIHOVYBrkWWZmT/NdMr4AfHQuHP5ney9Z68i+FbB8uUivcfTJ6LbSRvE\nUnbBAvfHeXuL93yjNgOrfXtR3dATwvuL1j01dvM9tQqK9kFoPTFupQ7lsh3jsZqCiMHq4wdeg+hL\nIM7uZlxyEDZMgAqVKpTeolfJ1oytmGWlOfuiliqC1IH+Lfor2qwAbEjbwD0DxMKgd2/xwJsyxeZy\n3LtX1Cvq1Akuukik2fv6Cs18+LB4MNnHi3l5ibpfDz1kGzObxdgLLyiLW/v4iGtfcokoWm02C2vI\npk2wdq3YTkuDF1+ETz6xZZdRUwPr1omdDby5KdDphKIbPtxtWf6jBUe59ttr2ZOtrI8Q6R/J5+M/\nVy1XoCD/L1g3Gkx2cX4tJ0LP/0CIC2tlTRkcfENYP2WL+FvfehtEDHQ6J7M0k8XJixVjd/WzmSHH\ndx5PTEAM2eXCypZfmc+CXQusv/fmQK8XQn65Q8OQEyeEq3rxYtuvYPFiuO029es4Wr4c+zk2lEP5\nhzhZcpL44HiXx/TpI6y4b70lMnmP2D0mdDrxue66S2Q9qpVR89J7MXfcXG5ceiNTe049rZ69L496\nmXHfjOOy9pdxfTfn50BFTQV3LL/DWgQc4L0r37MK7HeveJc1x9ZQVi1MeO9ve59rEq9psBC8IPju\nO1FnJC/PuRr/vn3OmUhjxwo3gSN1ab5enpeJOm/E1zPrn1F0q5/YeSJ3978bgAmdJ/DAoAesK4ET\nRSe47tvrWH3Laifff425hhf+UJrhR7Ud5d5aBBzIO8BXe76ybi8/tJwtGVsY3HKwiLUaPVr4fqtU\n+g/OmiV8LvYsXeq8vNfrhYuus0PckB1f7/2aX47Yolev7nQ18UHxfLzjY0B89ifWPOF6pTNpElx7\nrZin2sNszBjYulU5duSIs+tQpxNxW/X4iaqqxHMz9dKXiShojffJYxy86hEMPxsICRE6rGVLNxXS\ndQaIGQkZDrXSdj0Kw38CnYtI8bLjsPFah2s1QzZoWF/wiXSuMSab4ffLoOUECO0NhX8LK4erqvu1\nZSsc4730kt7aSsUdfl5+9I3ry18nbVHMSelJimO6dhWZjwsXwqefis4dZrMQWocPu752bCxcd50I\nUraPk5FlYQX77DPl8Q88IMSYq6zIw4fhjjvE+wPk5Ajrw6FD0HLTMlHborEYNUo08FNhb/ZeLvvq\nMrLKRExh+7D2xAXFsSltE3kVeYxfNJ754+dzSy8XhXtNlcKKaS+82t8FAz5x3wLAKxB6/BtiL4OU\nD0UMWNQw1dIlH277UCGoR7UdRYdw23Heem/u7HMnL2962To2Z8scZvSbgd7Vd6UJGDXKWXyBENu9\ne4s6WtnZsGKF+vkREUII1WG2mBVJI6fL+hPr643HDQyEm+87SvGgD9l+OJPKwhCi/eK589JLmNjP\ndZuuOsZ3Hk/pE6WiXqPFJAR57kZR86/8OBizwFQBZqO4v+n9wS8WAtpBeD8ujb2M4seLMOi9VAvl\nPrn2SYXx4JrEa7g68WrrdkJIAi9c8gL/Wv0v69jtP97Ovv/b51GXliZFzTXXQHddoxMRIV6OqPW2\nCglR78h+GpwX4mtJ8hJe2fSKdTshOIF518xT/GG+PuZ1NqdvZnumqNT3R+ofzPplFh9d9ZHiuAW7\nF3C8yFauQCfp+GTcJ7QPdx9tWVlTyZpja6w3ZhCC8LdbaqONW7RwvaJW86EMH+553FMt2WXZiqKK\nPnof5lw+hzC/MJYeWGrNjHl/2/tM6jqJS9pcon4hSRImDbVAeMcMShB3I7WS5y7Yvx++/lpYNP7+\nu07jGYB7xQGrlMcHBIhYiyuvhFtuUfkexI5xFl+nVsHfD0K/d50fbAV/w4ZrxE3OHu9muPHo9BB3\nBZz4Sn1/xg/On0WNCNE66M8MpT+mV2wvj7OnhrQcohBfqcWpZJVlEasPERUkMzLQ19QwFZg6AYov\n92Z3ZhSHc8PIKvWnrMqbGrMOf+8aAr1raBdRTNfYArpE5wvN/ZOdNaltW5YscRZes2aJwqzu6NRJ\n6KGbbxYLURAtXDIzoeXkyXD55WKjutr55BkznKtzrlzp3GRQpxMBbQkqhXsRwnTsN2Ot4QttQ9uy\n/tb1hPmFMfbrsWxM24hZNjPth2lkl2fzyJBHnC9ycrlDSykJer3see+lqKHi5YLKmko+3v6xYmxG\nP2ef71397uKVTa9YLSMpBSmsOLzCqaxNU3L55a735eaq90Z0PN8+A3d39m6XNc0awrrj6+oVX7uz\ndjPi8xEUV9lZ2yvg55/gPfN73Dfwvnrfx0uuhr0vw9G5UGnX3FLvC0GJENhBLAbNFWKhmP+XeKUt\nAh7FK6wP9H0bop1DB+yz4Q06A48NeYyTJUo/6bVdruXD7R9aRdrJ0pPM+mUWX0z8ot65NymtW8MH\nH2B5910oLUEaNBhptvsQin8q57z42pO9h9t+vE0x1jK4JU+ufdLpWEc34yc7PqFHdA/uHSge+rIs\n89rm1xTH3NT9pnqFFwhLwmNDHlOsJtYcW8Pe7L0eF9E7U2atmqVwNz465FHr3F8b/Rp3LrdVC7zj\nxzvYc88e1+7HJuD4cWENsV/xGgyi7dagQWLFGx4urCsFBcLN9cMPQqCtXi1eTz0lYooeecTumdXi\nauA+FPEzACnvi7iZxIcgsK2Inzn2ORz5GCwqFkjHshVNRasbXYsvT5D00EK4t+yLo4JnLsc6hrYa\n6pQVtzd7L7F7yoS11iGyOAQYXvvyGJ1OuMgXLXIKmvbx8bzyva+viA9bvx6ysoTLyWoADgtznQmg\ntijo3t2lyFJj9dHVTFw80VqctlVIK9bduo6EEHGNlTevtAowEH1Ys8qyeH3M68oeimXHlBf2iRQv\nNdK+hRPfKK1kdUh6EYDf7k6ItVnkv9rzlaJ7ga/Bl+iAaCeLJgiRbv+382bSm80qvhITxfd91676\nj1Vj7FjltmO8l4RE1iNZhPio9A+0Y+SCkSRl2H4+a4+vRZZll62XTpWeYtzCcVbhFe4XTlxgHMm5\nokfSA6seoG1oW/fu59IUWH+ZshtH5EXQ9SmIHa2eeFN2DPa/Ckc/FduFO2HdKBibDMHCdVleXc7t\nP96ucDeaLCaGzXcRpOnAl3u+ZHzi+LPWws5sMfPKplf42PgxJ28SYjHQ+zfGbXyAOZfPITZQpSv7\nP5hzWnwVVBYwYdEEp4rdSRlJii+UOx5Y9QCdIzszqt0ozLJZUbTOW+/N85c87/F87hlwD+9ve59j\nhbabbHpJerOIrx8O/sC3yd9atxOCE3jiYtuT7bbetzHv73nWn8vxouPMXjOb98e+3+RzA2HtGjlS\nuIzqGDBAxHS46pE2YYJI1V6xQhgwsrJETNFjjwljyqC6vtEBCRAzCrJV3EXHPxcvT4jy7CZ1xsRd\nru569JSESeAXh9liVjRpBxje2nNppHZsZmkmTLxVxPyVlKhbkyZOdI6A3rXLudeKTifEj48Psuxc\nrmLwYGcDlDt0Os9DARuLpfuXMmXZFGoswgWvl/Q8fNHDJOckk5xja0p474B72Z+73yp+3kx6k+zy\nbD675jNbOzDHdljV+cISptajNH87FGwT8V1W17MsXFF15G6E8SL7WpZlJyFtNBkZuWCkR59zU9om\ntmZsVW3GropaU+QGZkFMmXJ64svHp37x1TOmp9tWb3WMaD1C8axIK07jWOEx1QV3RU0F4xeNJ6NE\nxGBKSHw18Ss6RXSi/6f9KTIWYZEt3Lj0RjbcvoG+cSpJQ+Yq+P0KpfBqfRMM/tJ1iARAYDsYOBcS\nrheLx5oSiByk+Jt6Yu0TimdPgFcAUQHuvSfl1eXkVuRat2f+NJOhrYZ6JnQa4W+gDrPFzJ3L72TB\nblt8sJ/Bj7LqMhbtW8SOzB2sv3W923g8t5yHRcfPafE1eelkhYvw4lYXs/ym5egl97ELj/72qLVN\nj1k2c/2S69l21zbah7dnxfXf8dK6f1NaXcojibfTIccEOS7y5B3wBb4b8CYP736Nopoybux2A1d2\nuPK0P5+nFFYWcs/PyoDZty5/S5HBpJN0fHjVh/Sb289a9+WDbR8wqcskRrb17AZ9Jtx/v1J4+fnB\nokWuhZc9V18txNuSJaINSbduMNAx2zPxAXXx5Sl6X2hz8+mf3xB0XpD4IOx5+vTO7SEycfU6PSE+\nIQr3R0PEV3RAND1jeiqCx60xH3UB6Gqo3bQiI9VLhtjhmDik5sE+l/jf3/9jxk8zFHWSArwDnLpe\n2ONn8KPSJD7oV3u+Irc8l6U3LBUW5pbjlaJbtsDup2DwZ84X6vO6eNlTUwJL7R54ZtsPdM2xNWdc\nsf7NpDf59vpv6z8QnH3/er36w9gNN90ETz7Z8KTqiROVhk61eC/HIqquGN56OK9uVraF25C6wUl8\nWWQLt/5wK9syt1nHnh7+NFd2FPf3r6/9mnHfjENGprymnKu+uYqt07fSKsTBmn5yhbMFtO/b7oWX\nPXFjlEk5dnN27Giw7IZlXN7BjX8X8ezo8kEXRQLGzJ9m8sONP9TfeL11a+V2QIBwXTQQs8XM7T/e\nrihE/tZlb9Enrg9XfHUFVeYqUgpSGP75cNZNW0fr0NZuruaCIUOEG6WO+Hjn3lTnGOfs7TGnPIcd\nx2x9UOIC41h03SKPAgbfueId9mTvsa54Co2F3P3z3fw2dTUj31jKyL+rwGgB/lf7qqW0VNltGMRd\nwC6WqxewBsSTJXYztDoKHVR6+jUidW6OOnwNvvx29DfWHHMWIzEBMZwqs1n37lh+h/vsx0bAbBZN\nme0ZMQLatfP8GmFh6iULrLS4CsL7iZpYp0PXp9QtEE1Fp1lwcI6wfjSE7s8pCrWOaT+GpftF0d3B\nLQc32DQ/IXGCVXz5Gfy4uHX9AcOngyQJb5+9pePgQZFA5Gntrrw8ePllyMgQZQYeekhYQZqCOUlz\nFCEE0QHRrJu2jm7R7lvBlFSVcNU3V1kTIX49+iujvxjNr1N/JcQ3BIZ+C79faXN7H58vHrzd/w3+\nrrMsAahwrG9gezg6Wr0i/CJoF+b+C5Zfma+wlCw7sIzjhcdpG+bBimjAAJg717bdt6/nsWu1tGwp\nYjjnz/f8HElyrp21N2evMv4KFJ1H3DEkYQg6Sacogr05fTO397ldcdyz65+1fs8AxrQbw3MjbCJ8\nbMexPDfiOZ7/43lAtPwa+/VYNt+xWfze67C3eIHI1PZ1sWhJ+RhSvxbZro7o9OAdAW1vgzY3OS2+\np/acWq/wAgjzC+PDqz5k0rc2V+PyQ8tZe3xt/Y3Xb74ZXrML05kypcGF+MwWM7f9eJsiWW320Nk8\ndJFIkV5y/RImLp6IWTZzrPAYwz8fztppaxVJJO6QZSgqgsKrH8AvtYqAreupDo8h+44nsOzXExgo\n1o2BgQ3+821yzlnxFeITzIi2EzhUlEKcTyQvd7mfFkdzgJx6z/UBfurxCo/r32Fn0UGi/SP5v553\niZ++/Q3FkdWrnSNFp0yB95vHdafGmmNr+N/O/ynGjCYjc/928znsOFF0gsd/e5wPrvKw6feQIba0\nMxCZHfWYmutKfuXZednyGuhxs1hg2zYRjJuYqKwaDYjf3cDPYHV/sDSw5ECLq6Crh0Gdat/Q0/nW\negVB18dh12OenxMxCLo8rhj6z6X/4fcTv1NkLOLhix5u8DT+b8D/8b+d/yOzNJOXR71MuF/DV66e\nMn063GcXi3zypMikvNkDg2NVlbB4bKpN7lyyRCy8GzPRsQ5ZltmUvolA70CMJiOD4gcxf/x8OkbU\nXywm2CeYX6f+ygO/PMDi5MVU1FRQWl3KkYIj9GvRT2TmXr4dtt0NebXfo6Pz4Oj/RLeGiMEQ0Ab0\nfkKgVeUKS0nhLqhwWPi1EmUGDuUdYmXKSsWut694u97A8fTidNq+09ZaqsQiW3h7y9u8c+U7bs8D\nREGuWbNs5szJk+s/R4Unn4QvvvC8+PfNNzt3SduR6bzg8nQREeIbQt+4vtZELICdWcq6eV/s/oL/\nbLTV4NNLesYnjmfZgWWK4xIjE2kZ3NLqlkzOTWbSt5NYefNKW1Z9sLLIKjXFrsviSHpRVki22FzP\nslm4o+so2AFtbqJnTE+r5bNnTE/eu9Lzul3XdrmW2UNnWy2AsYGxHrlsyxLbUjzvbUI/mU9Vl05Y\nnnuMCDfxco6YLCZu/eFWvtlrK2J6Z587eXmULRP36sSr+XzC59zyvcggTitOY/j84ay7dR2dI5VZ\n/7IsSlT++qvI0j5wANLTRZWH7t29adHiaQJ7Po2fH9Ssg+LvxT1o925hfW3bVjzOhg4VFSQcG8A3\nN+es+PIxwZfFl0LFICizwKZDgK0iPR99JJbI9jz5pDCNAuHAp/QHaQBYfOBUsDBbnUeUV5dz1wpl\nv7ZrEq9hZBv3bsQjBUf4YJtNbH24/UMmdZ3ktpxGfkU+X+75kj/6pVA+py+hhZUYfQ2YEuIZ8OfL\nTOs1zWVigiSJQPun7bxs27fDzz+LYPv6qKwUGtfeavzrr3CZY7H+sJ7Q7VnY24CeZRGDYOhiRbse\nt6iZ1dXSkD2h471wbL5zxXs1vMNh8BdO8+wU0YnD96Ty585Ccv+K57nFIjYuL0/cjMLCRGkZLy/x\nezCbRdxccbEYi4qK4c64g8R2LODK2KZNOLj7bpGtuM6uh/H06UKcu6qLBOLzzJhhE14gvsYjRjTN\nPCVJYtkNy6A0BTn7d6TiZEh+WFSgNwSJYHeDP+h8QNLVPhxrhIWiKgf/ipN86hvKpxdfgRzcBanl\neAi3i/8J7Q5jNonstdRFkL0WipNtL/VZiQy48P4QPULEDQYKC5WjuynSP5Lrul5X7+dMCElgQucJ\nChExf9d8/jPqP64t4eZqkQQQWA2LPobn34Ch/WHaZVB6VASL6/3AK1i4yOuhQwcR1+lYmFcNf3/4\n97+dx+2t/iCqvrcIqseKaMfotqMV4ss+7ndj6kamL5+uON4sm7nvl/ozGkEE8M/8aSafXfOZECVx\nY0WP10I7gbdtJoz8TfxN2dPhLvGyx1QJS+yOqy2+vNA4jjdLgigxFtMxMxj9TrtFWlmZcymjiAhF\nHZhXgFm6qRR7W2in64i3Sf2eZraY+fHQj7yz9R02pm5ERmbwzMHsyPyBmnlLaBfWjpn9ZnJX37sI\n83PdhcFkMTHt+2ks3LfQOqaTdORX5nPD0hucjrcvTHuq7BQjPh/BmlvWWOOp09PF4myHnQ7v318s\n0nr3dr8+NplEjcLlyyE1VYSzenuLhupnk0YRX5IkXQG8A+iBebIsv+qw3wf4AugH5AM3yrJ8wu1F\nfX1FIJErVqxwFl8PPVR/tfXziGfWP8OJohPW7ZiAGBZMWFCv69UiW9iTvceanQUwffl0kv8vGT8v\nW09FWZZJykjio+0fsSR5CVXmKtqHteehIQ8xpccUfjr8E3O2zOGFDS/wwoYXGN1uNDP6zrC2MrHn\niSeEILAvKzB+vBBld94pMtccvyBlZbBqlSjKaR+s3auXXbC9I11nQ9FuSPeg/2X0CBi2DAyeN7Yl\nIUHEt9gv1du08fx8ewz+MGwJ/DYMatykyXsFw8jV1qymOmRZNO2dO9ef0lJxQw4PFzX+rrpKVCpx\nddOxWER5tk2b4ODBQA5uDeTUQWGZqid067TR64WAnjrVlvFqNAph/fLLIoi6e3fxGYxGIbo2bhQi\n3T7xMixMlMFzUwvVRteuIkWyjujo+sWyLMOmSZDxvc2xFz8ehn0H/g7LYdkCFekiq7aOmjJRp626\nAEnvLyyxsgySRHW1aLd09ChkZg4kN3cg5eUQGlxDfGgqob6n8NFX4KU3YpZ9MJr8KaqM5WRhSwpL\n/QkNFb/XhATh6YuLk1m0b5FiSnf1vcvjavsPDn5QIb5Kq0tZfXQ113YaBxnfQc7vUHxAfEavENGh\nIbCdEKC9g2D5S4AElSlQVinc6GXHRH/KmmLwjRHlMTo9IOqVqfDUU+Lv0EV5NSsffaQequDoah/T\nrmHFQsd2HKuI+6q73tGCo0xcPNGabAHw7PBn63XnZZdlM+W7KRhNIjni812f0za0Lc+OeFa4C0f8\nAhuutlmw8v6EX3pB54fFPSk4UYh6e0yVohNGjkP8Rl1twptvpsXNN6P6ldi6VWS32DN1qqhWbEdc\n7UuN8upy5u+az9tb3ra20hufOJ5nRzxL37i+ZJRk8MbmN5j791weX/M4L/zxArf1vo1Zg2Y5FZI1\nWUzc8v0tir/bblHd6BXr2voxut1oCioLrLU8c8pzuGTBJfx2y2/0jevL6tVK4QXimWNfC84VBoMo\n2NyzpxBfen3DQmKaijMWX5Ik6YEPgDFABrBNkqTlsizbS/E7gUJZljtIkjQZeA1Q75vwT8QxUFWv\nF8s8N5gtZqdG4e+Pfd+jmDedpGPeNfPo80kfa6bo8aLjrD66mvGdx1NSVcLXe77mo+0fsTdnLwCB\n3oG0C2vHlR2uJLU41VpXbVTbUfgYfEjOSWbNsTWsObaGKP8obut9G9P7Trd+8XQ6mDNHrE5efll4\ncM1m0Y7mzTfFj6BNG5EcV1UlAuuPHVMWFY6Ph//7PyHYXP54dAYY8g3saQ8H/yvM9I5IOvEw6P2a\nR6tzBWFhQtnUqQdfX1GU9nQJ6Qaj1kPSVHWrh38CDF0i4tlUKCoSQqUOX1/xcwoJcb/akySR9GA0\nip+10ShWgBUVrs+xolcJDlYbUyEoSAiwJUvgP/+BPbWx/vv2iZc7fHzg9tuFBbXOJVBRIW66qanC\nJV1n0WvbVhRt9bn6XcK63YpfTiqWwCDKul9E9TZ/amrEuUVFtl6SkZHQowd06iSJWkuGADDVFlIs\nTxUWSu9QpVivLoDcP8FcriyIm74Usu1MfAP/x69H7mDiRGXiwdNPi6r9AQFeQIfalzpFRaI2Xlqa\nKIQZf9EAACAASURBVNsSGioSTIN8gqxZlv5e/swaNMv9D9KOYa2GKfo9gsiSI+tX2DLN5sKX9DB6\no3CLOv5h5f4pelPWZWL6J4gWSdlrxPcvLwmq8qHvW6pzMBjEWvmOO4Qb2hE/P7GgmDZN/TOM7zye\nWatmWe9lk7s3zAU6JGEIbULbWBeyde7aSd9OUpTuuLnHzTx/yfMeudU+H/85k5fZ5vHc789xSZtL\nREKMXwyMSYJjn0HKB2KxWHYEttfGbRmCxM9Q7wuWapGgYcxGUUpH5w2RQ6HLow36rA3lVOkp3v/r\nfT7a/pG1b2b7sPbEB8cTGxjL3B3K8JYrOlxBck4yGSUZfLDtAz7Y9gFXdbyKBwc/yKi2o5Akidt/\nvF0hvPrG9WXttLX1PrtkWWb2mtm8/qdIRCmoLGDUF6NIujOJW2/tTGGh6AFaF5Y9fbpYtI8aJUJV\nIiOVtymjUbgdd+4U96OlS8XzRq8XXQo++qieH45aHc4G1uZ0hyTLcv1HubuAJF0EPC/L8uW1208A\nyLL8it0xv9YekyRJkgHIAqJkN2/ev39/ebtj8cQ6ZAu88gysXgHGMvDxgoTW8O4HEBgJhmDPs0vs\nOZkOj98LqSniphQVCXffByOvEKvChj7I60jeC/95ElIPQ0QoTJkGE28UribHFZAdX+35io+2f0RF\nTQW39rqVBwc/qNhvNgtrU0WFLRkpONh271xzbA3//uPflFSVMLrtaF669CVSClJ4cNWDZJZm4mvw\npX+L/tzV9y4GxQ+AmlLxMLJU14oaCyCJG7POh+Ol2Xy6ZxHrUv+g0FiIr8GX+wfez/S+wmxfUlVC\nZU0lMYExZGcLg8TOnUJk5eSIh0t1tZhfQIB4uLRpI6xiQ4dCpx7FVFkqiAvyMDC+PBO2vQ8nfgVL\nCcS2gDZXQstrnaxI9hRUFlBYWYiMTJB3EDGBDhWWT50SCvDECWGWG6NcaZdUlZBXkYfZYsbfy5/Y\nwNj6q4dbzLBrHuxfAOZ8SGgP7W4WrWcc3REOlJSIWIfkZPFQPnVKjIWFQWCgTIhfMQE+xcgWqKwJ\nJLsonJISCZPJZkWpaxlUb26IuRp+XwkfvQ1ZJyEwAC65FO6bJeZpCAKDn/q5NaUiQ89SA7IJGQMH\njvjzxwYD+/ZJpGdI5OVBtVHGx7uK4CALERGQ2An69IWRw6sI8KsR3wnJAD4RHEv15ccfxa8iJ0eI\nr969hXU0LNiIn1cJ3jojOqlG3BckHSazgWqLH6WVQeQW+JGbKwRbXRPvnj1r52uqhILtULxP1Igz\nZiMb8yitiqC0OpIqky9m2RtJkjDoTfh6VxHqV4Svd4V4L+9w8I0S9eNajEP2jeHgQfjrL2F1PHlS\nCN+EBFHEOzAQQqpy8KkuxWLwoiI4jiqLl3UxkpYmHhixseJ7MXiwCMHcm7GJV35/mhJjAff1v4cr\nOo4TMYU6L/HdtG+bZalBfG8R1jjZTEbhUZ5c+xg5FXlc23UyMy56TJxbXSyEU3GysHwZs2trjEWC\ndwgVRj8KSoOoqvYiKKCasOAKvAwm8R6W6lqxGiZ+DsFdoP0dmCwmMkszMVlMxAbGKjKyZVm4pJcu\nhaQkWxuixx6zlSSxyBZOlpyk2lxNVEAUwT6iLcKqI6t4/vfnGdV2FC9d+pJSIFVXi3L5RqO4aHi4\nU5zqxtSNPLz6YYYkDOHNy95Er9PzzpZ3WLhvIRU1FYxqO4pXR7+Kj8EhwyM3V6jpuDin1jHfJn/L\nnC1zKK0qpXdsb14b/ZpzqQRZFpbC3A22CveVWZBXAv4m8PYR3yffGPBrKeICQ3sJC6TeA+um2Qip\nh+Dh+yHnlLhvBwTADZNhyi3CRWwIUL3HJOck838r/4/ssmx8Db4MjB/I/QPvt7r6TCZRj7G8XDxr\nfHzEpcPCoKAyn7k75vJzys/kVeThY/Dhpu43MXvYbF7840VWHF5BRU0Fg+IH8eblb1qFlywrq9zo\ndOK6wcFi4SbLMp/s+ITPdn5GeU05iRGJvDLqFRIjE6k2V3OyJJNTJ0I4vDuMgweFO7JuUVZVJX79\nkiRElsUivnOhoWIxl9C6htjEDEZeFEz7Fs7WcaNRPEvrmr+YTGBZsgz52yXI5RXQtSvS44+hiwxH\nrxeLCm9v28/FYABJknbIslx/CxIaR3xdB1why/L02u1bgEGyLN9nd8y+2mMyareP1h6T53CtGcAM\ngIiIiH733XcfgfoyOgUepqVvBtE+OYR4FROgL6fUFESF2Z9qizc1shc6LHjpavDTVRJgKMci6yg1\nBVFsCiG/Opwj5R04VmHzgQfqS+kUmEKCXzpR3rmEexXgp69EkqDa4oXR7IuMhEEy4as3opcsVJp9\nKTEFU1AdTn51OCeN8RwuS8SM8sEb45NFYsBhcW2fXIINJegk55+zRZYoMwWSVx1JdlUMGcaWnKho\nTblZ3XwvyxJHjnRg//6upKcnUFgYhsWifG9v7ypatMikffsj9O69m8BA50yaeN8MOgYcIcYnm3Dv\nAnx1RnKqoimqCaXEFEy1xRuTrMcs65EkGb1kxkuqwVdXRZChlG7ByVSa/Sg3BZBubMmqnCv5nd/Z\nyEYskoXecm/GM97l34wau9jFClZgkSy0klsxhSn44D7V7eavv6ajXfM1s07Hfx95hEo/F+KglpOc\nJL32vzTSkJFpSUt88CGq9j97iinmFKeooYZTnKKMMlrQgpa0JIEE2tAGb9zXlJm0bBk97Ew/Rh8f\n3n7wQYxqXQbqoYXvSXoG7aWlXwaxPlkYdErrX43FQH51BOnGlhwt70BKeQfMstLIrcNCu4CjtPE7\nQYxPDmHehfjrKigzB5JfHYHR4kuNxYBJNqBDxqAz4a2rxl9fgZ+ukkBDGWWmQIpNIaRWtGZr0SB+\nlX4gT8pAL1mIIJT+DCBObotFlgDJbl0vgWJLplQqYgt/cpKTVGPBYAnicsYRRRR6zLQPOEIb/1Si\nfXII8yrEV2e0fheNFl9qZANm2YCEjEGym6u+khBDMaWmIEpMwaRVtiKpUBSqra72IiWlI6mprcnO\njqWwMIzy8gBCQooJDi7Bz68Svd6MxaLDZDJQXh5AQUE4FouOkJBiIiPziI8/SWLiQSIj689qvW7p\nUron26yfNQYDcx58kIoAT93iMjlZUaSmtiYnJ5qS4hDKywOoNPpRU+OFxaIT31e9GS+vGvz9KggO\nKSE8PJ8WLTJp0zYVH1+Vum61GI2+7N3bg5SUjmRmtqC83PE+JBMZmUerVqn06rWHVq3SnK7xIz+y\nSxIpr3pZTy96MZKRBOI+29qMmW1sYzObKZPEPStYDuYWbiES96EkjvcBgDkPPkhxA0tj2ONVXc20\nL78koTa0xejjw7JJk0hxygRqGN7V1Uz55hvapKZi9PFhyXXXcdSDbHlvqYrOQYdI8EsjyjuPUK8i\njGZfcqujKK4JptwcgEkW31dkCUmyYJBM+Oiq8dUbaeN3glCvIirM/pSagtiQP5wTlW0U75GbG8mB\nA11JS2tFTk40paVBqPXDNRhqCA0tIj7+JG3bHqNLlwN4e6snQRUWhnLgQBfS0sTfbHFxiNMzqw4f\nHyPh4QXExWXSocNROnZMwWAQMW8ppLCEJdRINSDDIAZxOZcjediv9whH+I7vqJSEWTpRTmQykzl0\nqBMnTrShsDAco9EXWZZITDxIeHgB/n4VBPmW4m2owksv5mGyGDDW+FJSEURZeRBFRWFUVPih15sJ\nCytixYrx56f4sqd/v77y9g/7wPEFNtdSxCCRih85WKy43FGaAj/ZWT8CWsM1J8CYI9rSpH1ru27k\nEGh7q/h/cBd1q1nV/7N33uFRlF0UP7Ob3ishEEICBELoEFpooXepAUQQRVQEEQuiiAIiKKJYUFGK\nfIioIIh0KdJ7CwQIJRCSQIB0Qnrbne+Pu2Xa7k4qBOf3PHk0k5nNkN2Zue8t56QBOfGk3ZS0x7i9\nw69AoG7qKOUwcGEGrab1WLtSScm9NWBfmxpW9anm3DtAVjSQeYmT/ldRo3Ybo4UEABw+TCU5YV+l\nOaytqQ1u3jxK7QMAYlcDZ4xK+LByAgbdJG8xIQ/20rSNJh+GhyWr0RlWM/RvcW0GbeMZsF1gy/Oc\n2/3cblmj0AD1UDT4roHBCBagEWSLTcVdu4o1Lh48KJ2yJ4C4h3E4fvc4jt85jsikSKgYFVp7doaV\n1gnnks4gh01CU99ghPmFIaxOGJr7NC+9T163btT1yeXePZmNTToyLlDpIv205X252LgDdcfSJKVj\nHeDhJeDIIMp2APSZa/kF0OA1cVYr5Qi939oiGD4DJfnARY69jkMdYMgdxD2Mw9RdUw3eowwYjGs+\nzqIkQnZhNpafX47cYioB1nauja/6foVRTUbprKIGGW17GDXQ+lug/iSxUviDfUD2DV3mVneu2gK+\n3pqDPzAkAStWUMZF7y9va0tT9c8/b1pMH6CXjYykAei9eykr4OVFgwaGjJopevWiuiKXhATA3/wg\nBMuSbdPnnwM3dV7xajWJFPfuTVlNHx8q1RcXU/9cQgKd58aNJPmh/zeOHUt9mVyfTZalbR9/bPx7\nyCEsjGyChFZ3x+4cw8x9Mw1SP9YqazjZOKFNrTaSGo1XUq7gYcFDQ1nR094TszrPwtR2U6m3LT2d\nRtsKC43vK5dZs8QWU7/+Kr4PMAz94by9SUzQHGfOiBtPJ0wA1qwxf5wlliwh+w49gYFUGrDEzibU\nE6anwWQgdJm4RFz0kIY8ClIMzfoAaKq2MJ2uH2tnOl7X6nD1Kj0n9u417s4wlCVu0YL+XLa2RiWm\nU6eoX1OPiwvNur37rlGJ4vZt4O23qXtD/5Y5OwODBlGjvL8/ZaWKi+kzd/06cOgQf9C+Rg3yhH31\nVRq66PhzR14P9Lth72Jxb4FWngSH4w+j77q+KNQYXU++6fsNpnfQWfWxLJB+itoIHl4Asm/RvVFT\nADj667L9TvS3Y4spw1+YRtZQ1m6Agx9NMLuGgAmZWaXBV+WUHZv6sedmc3RvbL2AIXelU7HXvqAe\njOIswcXJAmAo7erbl3zW9ranKSQ9fkOBTpvEAVduAo2IF6bx+4pSj/Gn1zr+BgSMBWJ+AM5Pg+EB\nZeUItFxMFiFSdhK833UX2Ma5AeseEHp++IHMiYXj2nXrkhhpjRr0EEhIoMZWoV92x45kd+fmBior\nxa8F7v9DvQi5CdQA6tuP9KXsfHWTTDa6SS8NlSILUoDs60DaadKysXIAfHoBzeYCVo7o/Wtvnu5Y\nB78OOPmSPBeCt3a/xdMxslZZI/7NeNTKU1PdMj9f7DgP0BjVNcEk4apVYmkMhqFItG5dySfk3btU\nCjlyhPqSEhP5fVYAlXSDg+nGMXAgTWLKbIMiyht83VpJgZewx82+FuDb36hhVphON+n003y1dIBu\nFP0u0OLg+CjwPqv9Lxum63jkJZL3nLbYuD9YKlGxGgq83JoDtsY0/qarm/Dm7jdxL5uuXxWjwtsd\n3kZYnTDeS99+eBsfHybBY4De9zc7vIk53eYYp/Hu7SCzav2/W20P9DkjPbpfmEFyDdxz1RRSqYfV\nAA51Ac92gLUTPDyo1KenfXt6qFQqZQy+XnsN+Ilj6ejkRB8lOc3GWi31tqxZQ6UeX1/gq6+omR+g\n0s+YMcDff4uP9fKixmQnJ3rYxsZS/MPFwYEesFLOBJuvbcas/bMQk04u7S18WuCHAT+gkz/5V95+\neBtv7XkL225Qf6WjtSPe6vAW3u30rqHcCMAo5lRYaLwPPLoGpJ2iz3ruXQouNHkUeDPWtIiw8aLr\nwyUIcG0KeIYC9u66ZkEL9+RTp+jGyWX8eNLNKA/PPkvq01wyMsxH/AD9e2//j5r3s67TAEitgfR5\ndgyg68/Kkcr1YOnvUPSIgoiHF2hApPgRTdQGTQVq0xj6P/8AI0bw+xRHjqRA31RTOstSD9+UKXQL\n0/Pqq/Q5PX+ePg/cQH7MGOr/5wb9Upw5A4weTW0GerZuJeWT2IxYdP5fZ970axvfNrCyMMl+NfWq\n4R4DAPO6zcPccJ2GW8ph4MwrQDZ9RsFYAU1mA/6jqC9UGBdoS4z3IlYLRL0HxBinkZmxqNLgywpA\nDICeAO4BOAtgLMuy0Zx9pgJoxrLsZF3D/XCWZcXzphxCW4aw52ZzpowYNRC2HvC3PGINgFbr6efo\nQ+gUaLSW2eRibLIFgDbfAQ0lxopL8oCkfbrgS/DgZxgKThz8yfg06zrwT3P+g7HtT0CDV8WvW5xF\nma7iHBh6M4oygZMcMSRdJgEgex6hxE6jRvQhDw8Xv3xGBvDZZ7TA4r61w4YZTYt5aDWIu5GGmMtp\nSE7MQvbDXBTlF6KkuASABiqVGtY2aji42MHD2xH+DdzRuJUPHAU3i0Pxh0RWJwcnHDRt7q0jNTcV\nAd8G8CykJraciJ+H/Ix7STexeuMHeJASCy9bd7zU6qVSqR/nFeVh1YVVuJEeA0cnd/TvNgndw8Ya\nfp6YSNmPDRukYzsnJ2P9X0hAAA0W8HSoNBpKO0iJGg0eLLbsiY6WXp3b2/NNzxM2ACeeBa8h16sT\nDRR4hUl33pfkAw/+AS7PpZ4mPe1XA/VepAXI7TU07ZZ9k66vmr0Aj7bGm7nanrZri4GSLHrIZZyj\nzG9hGq0Ia/YE2v9PZFqeXZiNDw98iB/O/gANq4GKUeGdju/gk+6fwEZtg+/PfI9Z+2cZsl09A3vi\nu/7fobG3II0CAFkx5JWZcpj6k4ofAh7tqC/Goa70ueYlUtY25ZBuBVuXJs1afwPYuGH/flqZ6wcC\nAHrovPYaBTWmnoUpKZSF/vNPej7n5ZGY6LZtQN2CG/SEycqS/gzs2UOZWS4REQZ5HAMMQ8FBp07A\nuHFwcqLFlZ7wcP6AZ3l4/nlKEnHp0IEevp078zU1Hz6k2GP2bP75ODtT47OUm0WJtgSrIldh3qF5\nBpX18c3Ho45LHSw5uQSFmkLYqG3waptX8WHXD83rT2lLgJvLqIld/7DUY+ut00/jVBbyEnUZWx2M\nmoKVxu+RG4E5Kiv46t+fRry5xMaWfvyuJBeFWam4fD4d8bdykZGSh9zsYpSUaKBiWNjaqeHobI1a\ndRzQsIkLAht50MKaM6WekkJ6illZxpcdNIgCKzncvUuLUH1mtXdvyp61a0eajXp8fSmYkuv2k5ZG\ni4XUVFovjx9vtHC9knIF3dZ043kcN/dpjpY1W4peJzU31ZCF1/Nep/ewqBdHjGFrHfqc6GnyEdB8\nvvik8u4DF96mZAWEDwuGgjY7bzBdt1Rd8AUADMMMAPANSGpiNcuyCxmGmQ/gHMuy2xiGsQPwK4BW\nADIAjGFZ1myuNTQ0lD13dDtdbPe20QOE1QLOQUCN7rosjY8x2tcW0Rh09k0g+aBxzNfalcbIQ7+j\njE7sasog6C9KW2+g3Sqg9mDLYpppp4H4X2l1beVCnl21BwJXF1MErMfWCxiWIv16+3sAKRbunHVG\nAJ03ISODpFoyOSoFQUH0wbbUzvDdd6SRyCUqypj4SUqifX77jRbfejw8qIzh5kYXS04OcP8+lTv0\nzxNbW1rEv/km/VdP+JpwHE44bPg+wC1AJJQn5EH2A0QlG3UmrFXWiJkWgwC3AKw8vxKv7DDK3vs6\n+eLsy2dl+X8Va4rRZ10fnidceEA4Dk6gv/2xYySFkWG8hlGrFv2b+valUoq+vzYjg+KmtWupjMPl\nzTdpyhNRUdAs+gzZSXfgqLKBdRmGM7Qsi6zibNg7e8B20BASzipMB3YG830iffsBXbfL0y47/wZv\nZaZfFByMO4gDcQcQ5BmE8U1Gg8m/C+Tfp99XnEXTffpVHqOiBm21I11Ddt6IfJSGzfFn4O8egOdb\nPG9S+iDyQSQm75hssG0J8Q6Bl4OXwS7G18kXX/f9GqObSg8/30y/idUXVuN+zn242LjguebPoYNP\nCJUhC9NJk6okl0osWv25WhnONblEi+XXduLWo3twsnFCz8CePGPhmBjKIl26RKWSu3fp/ba2ps+/\nnR0FIFotXYcMQxmhOnXoWgwNpTF2T08SA52xczruJ9+Et60HZnWeZd6AWUDcwzi8u+9dXE6NhoOz\nO8a0nYj3Or+H11+n7Lcea2vKBvSX6Wy2dy89ULOzKVCcNo3KlFu20KKMy8iRlJgxl9W9fJniwmyO\nJ/gLL5hXss8pysHaqLU4lXgKqoQ7cMkqRGpQbQT7NsPzLZ63rLqfdx84PICy9XpcQoDGMwGfcAqu\nhWhLKEhLOQycm2LcbucDDEsS78+lsoKvfv0oCOdy6xZPk8sSV68CixYBf/0lc3oZdE+fMoX09PQt\nKCtWULaKy5YtdF+UC8saAyv9hLKbGz/r1aWLOOlfHk4nnkavX3sZ2lTc7NxwYuIJ3sItrzgP3X/p\njjP3jFWuN9q9IRYYvjwPuDIfhoWtaxOg4++kKWmJwgxa4OYl0uLPuwsYz9ZVG3xVBqJpx+IcIPsG\nclMTkJ6YhLzMhyjOz4a2hCarVGo11FbWsHNyhrO3J7zq1Abj0hBwChKnDrNvkrXD/R3GFZRdTcoi\nOAdR8KS205XccijaTT1urLmrbMjoudnHtPq+9iVwkTMSbOsFDE+FJNoSypRp8vipKUY3VWjrTXVm\n0Kg+V7gUMCE+agJhlWPjRrq5/vknjenqb54MQyP+06eb7lvJyaHM2ezZfHm1Dz6g8wSAg3EH0WOt\naSFXOUxuMxk/DqIZYJZlMWT9EGyPMS7FOvh1wNYxW6EyMyUKAHMPzsWyc0apDg97D5yedBoNPBrg\n9m3KbnBXfF27Ajt2GFdYpvj7b1JH5vrVHT8OtGqbjy7/64LzD87D28EbUZOj5E9t6ui3rh/2xO6B\nk40Tdo3dRSrews8WGGDwLdJikoNE8LWlxAfDNhiful/0/gIzwmZIHCxN5INIdFjVwaCPNDR4KP4e\nLVG30qFltdh6fSsuXNgFx+ibUJVoUFSrJrw798azTZ+Fs63pP/r1tOt45o9ncDODmp1UjArzus3D\nh10/tCgJsDNmJ8b/Pd4wQm+tssZXfb/C6+0sCGgmJ1NG6uJFsEVFYGrXpqddRITZw47dOYYev/Qw\n/F2sVFbYMnqLrAAsMSsRHX/uaFBPB0gNfNUzq8CywC+/ULnwMinDgGHo+u7Rg5yAPDwoW8cwlJW6\ne5dKOBs3Go9RqSgBu2oVBZAtW/L19by9KQlj6RoAKME3ebLx+4AAmsS1yGef0U2EZUn34/hxy79Q\nqwH2tOEHXt5dSRvPUksHQMH5Rk7Dv407MCLD9P7AExl8sSz15S1cyL//ODlRgNO8uVFDLyWFFphC\ns/vgYAraQkKob1Eopbl3r2i4u9SMGMGvstjZUcJA6FxgiowMOsf0dPqzDBsm9ondf3s/Bv4+0NDH\nFegWiNOTTsPb0RtaVovhG4Zj642thv1fbv0ylg9aLn3PyLwCxP9GSZHMS9Tj7BIMuLehoN7GnT5n\nrJZ+lp9E+6Udo0y7tQtV1hq+AaZWv6cr+Lp0iRpO//mHMjByTtnNjdLmo0fTl7WpRERhGgVD2beQ\nnZqCzJR0FOTmQ1tSBBXDwsrWBvZODvCq7Qkr59oUnLk15/eeZd8CdoXwbW/0vWBy0EfQJbmks6OL\nutu25feR+vpS4CPXXishgVakt29TDX7ZMlo1tWvHr4rMnMm38DJHejple86coYsqIoIfIAqzX2pG\nbVLfJacoh9cEaWdlh1vTbvEyW9mF2QhbHYYrKRZEosxgrbLG3vF7DSXQ8eOBdUarMdjY0OfKQuuN\ngRUrSB25pIQ+Z/v3A2e1yzF5p/FpNKvzLJ6NhiUOxB1Az7XGxpnO/p1x9MWjwL5O1Oehp0Y3oOch\n8QuwWirNPbxAJXP9Si7tBF9frO1yfJdeiDd2G9OiLrYuiJseJ9t6qNuabjyj49BaoTj78lkzR4B6\n81q04NdwP/qIOmotkF2YjZe3v4wN0RsM24Qiv1IUaYwlp0C3QPwx4g+09zOl3svh6FGKxrlMnAj8\n/LP0/hx+v/w7xm0eB1b393eyccI7Hd+RbDTnsiF6A6JTje9Tn/p9sP3Z7aJ/582bVPa8fJmydvfv\nU3kmN5dK5AxD16WDA90vatemB26rVnQP0MsUXb8ubpR/4w3gWxnOQwBlAjt1MvbJyfrzPHpEDapF\nnFLgN9/Qqs8ciduAo4J0zIBokmUQcms5cHcz9TcZ2kW0fE/Yapr5euMNqlZwmTmTFsCmKiGRkZTt\n4gqU+vpSx8ODBxT/clsuhg+nwEcue/fS51H/LAgOpqrKoEH831mvHmVv+/Y1XWAqLKRy44cfGu3p\nGIaCyLAw8f5brm9BxMYIw6BXR7+OODDhAN7b9x6WnjEOrI1rPg6/DP1FcsG+59YeHIo/hPySfDT3\naY7nm4+DVWEq9coVZdAAg6aQGu1ZLVUAVLY6z05vXMhKx8a4E8grzkOgWyDe7Pim7ODribUXAqjH\nYMoUfn+iiwv5f/XpQzcPvb1KTg4FJmfP0vVx/jxlMnbsoGm/TZtopSfk1l0vLFvWGZs3d+aV34TY\n2lLP9MSJ9CHjvY3ODYC2K2mKUN/3dXoiZcwavk7TJVKwWiDhD5q+NJSVGOCZOMCxrmHFqqdhw9L5\nmtatK+4N2b5d3I4yYgRk4+kp7hHhMrfbXF72y0plhegp0SItrRJtCRosbYCER8Y/+qttXhWVFJ1t\nnbFtzDa0XdmWJ4jYrW43UQM3QNZKG6/ya4PLBy3n9Z7t3Mk/plUr+YEXQDezkSNpdRkQQDeenYf5\nnqO/Xf4NC3sslO2DtubiGt73qbm6zGnWDf6OvgOkX+D+TuDUBMu/yNYb45qHY/aB2YYm1KzCLCw9\nvRTzwudZPPxg3EFe4AUAk1pNMrE3h9RUcfPc/fuWjwN9BtaPXI9udbvhrT1voVBTiCJNEVrWbIkt\no7fwrGbyivPw0raXeKruo5qMwopBK/gGyJXE2GZjkZqbijf3kCZfTlEOPj78MWzUNpIBGAvWBouS\ndQAAIABJREFUoJSup6NfR2wetVkywAwKEviearUUvPz6K6DNow/zL7/QU9AMZ86It3XqZPnfp0el\noum0Q4cocSX1cBRx+zY/8AKMDUPmEPZ32XhIB156NPn0wOT2SLq11JlVe1HPYzVj1y5x4DVvHjB3\nruTuBlq3JmeBTp2Mk/IPHlCP4oQJdDz3NTZvpl7WmTPF2SYumZn0sePGonv30rqlZk1KaK5aBSxd\nSouE27epTO7jQ8/hpk3p2a3VUkx+4wYdyy1XduoEzJlj+rM1NHgoVj+zGhO2TAALcmsJXRHKW8SM\nDBmJNUPWmKyUrL20luc9+eulX7F51Ga4e3WQ3J/LwiMLMefQHINpe2l9c5/Y4EurBbp356dNg4OB\nffuob0GIuzv1YXTsSCuEJUto9JVlKZU+ZQq/37m4mBbeS5bwU7imKCykD9fevcDixfSh400r15sA\nuDUDot4Hkv4l09xLHwDR83USFiHUGKyyoZJjThz1IuRzxkVs3IEWnwGOdVFcLJ4skrIdLC0hEves\nEycoGyaXhw/pnmlvTxcR9yLtHtgd3ep2M2S/CjWF+O7Md1jQYwHvNTZc2cALvBytHTGr8yzJ3xfo\nHohNozahz699DCWd6NRorBu+Dn4uxg9DXnEe2q/iZzZmhs3Ei62MN1v9xc6lLKLFHh7896O1b2ve\nz+88uoMz987IyrQUlhTi7+v8sl3Lmi3pw1skKI9wpgp5eHWk6dOMc7RK46Gi1LhvP6DWQLirbTCt\n3TR8esyYmfvuzHcYFjwM1mrzvWofH+ab79V1rcv7+1Ymr7V9De392mPUxlGIfRiLi0kXEbY6DFtG\nb0Hb2m1x59EdDF0/1GCcbG9lj2/7fYuX27xs4ZUrlukdpiM5N9ngEgGQyvrecXtFf9939ryDr04Z\nleGb+zTHrud2wdFGpvbXpUtUP9Jz5gx9z90mAXdKTU9pVE8AWpD2lacmQ3BH6sxtEyLs5yrOpMWq\nrYT+V4NXpQedqjlc2zaAMl3vyhS/d3OjHsFp00gqomVLsvoCKLgJDKRgSy8fMXs2lZX79qUp4IYN\naYGZk0Pl7GPHaEiJ27bRvDkFW3psbak6MHUqZdmOHqUs3O3b1CN26RJQXFgMtVoLa1tbODvTs7t+\nfeqjDA+X5+o2vsV4FGoKMXXXVBRpiniBV0RIBNYNX2dWFmjdsHUI8gjC/MPzwYLFofhDaLm8pSx5\nnPMPjKm9pjWaYsvoLWjwnmXNNj1PbPCVnm60EdCzaJF04CXFO+9Qmv3UKQoSuH1ShYXUVCjM/tap\nQ1mttm3pgZybS+ewfTuVlvQZo8hIisr37wfacF1hPFpTH0LuHeD+LlKPzrpKysZcKxI9tt40Xebe\nknrIag8yWJtYW9MFxg0UMiy0Kchh5EianuRmE2fNor/riBHmZw5ycug9+PJLY2A4cqS4CX1e+Dze\n5OOP537ErM6zeA+UL058wTvm9Xavi5XmOYQHhGNp/6V4bSdZdKTlpWHMpjE49MIhw6jxaztf45Un\nhwUP40+2gFbsAQF8aZ0rV+i9LZV0BCiQ02cie9brCScbJ55W2d/X/5YVfO2N3cs7DgAGNRxEb4aN\nG6W+9RRnQRJbL6DHPtnnPiNsBr4/+z2yCun1MvIz0HK5RGrYAnO6zZFVAqwoWvu2RuSrkZi4dSL+\nuvYX7mffR9c1XTGr8yz8cPYHgzlvE+8m+DPiT4R4m8mQVCKf9vwUKbkp+PkC1eIOxR/C67tex/LB\nRr+9ledX8gKvII8g7B23V5aFmAHu2KG5bQKkshpPaAcKDUw5BpJkCEAVgwszaMpWTmY5+SBw6ye6\ndrw60rSj2paa6LZvpzSOcNxZqpN9xw4qnQuxs6MR9IUL6SFSCZwVVPUbN7boUMejQQNq25Fi/Hi6\nj//1F/UDHztGz72VK+nLFN7eFKBFRFAvoam3okkToInPaaDDFuDheeDRVQqetbqHiG5SEE71yZTc\nuwtJQ8GCLgUAaDWYVL8jIiK+RcL9IygpSIe9ioWXkx+83eoDdzYAzg3pdSXuUwzDYF74PDTxboIX\ntr6AvOI83Hl0B4lZiZjTdQ4aeTXi7Z9XnIf3/30fqXnGnu4RjUdgzdA1ps3qTfDEBl9S4/2l/Vy3\nbCldanzjDXHg9c47dO1Iyb+8/jrZYYwZYwwIHz2ixuvr1yX6yRz9gaDJuFo8GduP0GI0NpZFblYB\nVGwB7Bys4eRqjxYt1ejeHXgmXPr3BgXxe75OnaL7hFDGyhyRkXTOnToZjZj/+IO0qhYtolVJQQFd\nQD4+tD04mMqLrq50D0pKotfZudPYpK9Wk/bKl1+Kf2d4QDgv+5WRn4HVF1ZjWnvq7tx9azdvwtHF\n1gUzO820+G+ZHDoZl5MvGxrpj989jtn7Z+Pz3p9j5fmVWBtlzIG38W2DdcPXSZb9xo+nxlU98fE0\n9WnKW07I2rW06kxNpVXali1ArVp2GBg0kNeXtOX6FlHwJ4Uw62WjtsHghoPpG6cGxsldgN+7Ug7c\n7d0xvf10fHLkkzK/RkPPhpjQQkaps4JxsXXBplGbsPzccnx+/HPEZcZh7iGqnXjYe2BCiwlY0GMB\nz9pGksxM+oALo460NPG+eXnS6SJra7pYJCL35YOWIy0vzdD4uyJyBZrWaIpp7afhQNwBTN011bCv\nn4sf9o3fZ3YBUpH4SsyCxMVR4/YTh9oGCN8FHOxtlAWI+4X0Bpt8RH2QUpO/efeAq4tImkJfgkze\nT1PqzkGkIXj+PH9s0xwPH/LF4fRYWdFrpKZWWvAlxGQPcxmxtycv7nHj6HKIiwMexNyENvU01EUP\nYKV9CNbKBVobH6i828K/aRP41pIR+CZuAaI+4GtjCmFLaHo5/wHpaMZ8R31Vvn2MZuRCsq4DN76l\n/r7CFLgC4M2KZQDgJm/UdiTP4zcM8I8A7PiSJhFNIlDfoz6GrB+CxKxEaFktvj/7PXaN3YW2tdsC\noAX/oN8HGQIvFaPC/PD5+KDLB7LbS7g8sQ33wcGh7I0bfNXil1+mZmc56IXgzp8nGZ1hwyiYkTKA\ntzQmrScqitKw3HLg7t3i1HtUFCkGy9XiqVGDHuZvvcW/hy9eDLz3Hn/fZctIi0gOn35KKWSAArao\nKHFv07VrMDjGX7tGfXOpqfy+MFtbOsd69Yw+jL16Sd/A9Qh1vwLcAnBr2i2oVWp0/6U7TwJiTtc5\n+Lj7xxKvIqZEW4K+6/riQBxlEhkw+LTnp/j48MeG3pnazrVx5uUzvF4gLjk51E994YJxm5sbBaX9\n+pn+3cXF1B/x2Wf87Rcv0oL4r6t/YeRGvg7dS61egq2Fiazfr/yOzAKjnsgzjZ7B1jG6SZ0rC4DL\nHxl3tnYBBt82XX4UEvszkLgZcKwHNJ1DK0wdmQWZCPgmAI8KjenVIY2GoIu/+AkclxmHH87+wNv2\nx4g/5JscHzlCTZNcXnqJX6soI9mF2cguyoadlZ38votnnqHVhJTAW2mpWZNuBBJZkYKSAvT5tQ+O\n3iEnBjWjxtL+S/HhgQ8NU5jeDt448uIRi7Iskhw/TpNFXGTc0G7cELeFDRxIyR257N9Pb5+rK91n\nLMYdJ06IG8tKoxpfnA1EfwrcXsWXXrF2IWcSOx96aGvyyKsz6wZ4fV+uTYDWS4GagolsjUb8Oci8\nAtzZSBPxObfp4e1QB/DuBNQdB3jqSh4MY745SkgZG+47dKBnlx5nZ1pUl2YhnpJC/V4NGoil5Qyw\nWiB2JQU25gIme18g8EUgaArgICH9oy0hSadYwfVtV5NEoX160PsF0HBEzi0Shk4+SN8bYIAe+wEf\n3bNEW0xZz5s/SAtOuzah6pGmgKRzsmPEYtMqW6DVF0BDwagnSEl/2IZhOJVIkySO1o74a9RfaOjZ\nEP1+62cQDHa1dcVvw38TTTJXqbdjZREaGsqOHHkOH3zAX5h+8AHVp83pXF2+TBN5BziVvogISqlO\nmMBvElSpKMqX23C9YAH1iumPPXGC70Lx888UHEll7izRrRsFjPrJ67Q06tFK5ahW1KpFmbTaEp93\nLuvWUSaH+7c7cUI8wGOK4mL60usclQXh5OP6EesR6B7I68tyt3NH3PS4UjVDZ+RnoO3Ktrj9UCwV\nZ29lj6MvHkWbWm0kjjSSmkqfBWEqvmNHKlF37UoBZ3Ex7XvyJPUxc8fprayoZ1Cvp5ZfnA/vL7wN\nwqFl5bfhv2FsM92kbP4DYEcj0rPS4z+KBIctrbauf03CgHrqPguE/c7b5eNDH2Pe4XmG701NLr6y\n/RWsjDTWIJr7NMfFVy/yV3z6MdjcXHE2KTdXbKPi7i7dR2BtTU/yTz+VblKsKDQaSvuWNQDTOydY\nUEvPLMhEtzXdcCn5kuhnzjbOODDhAEJrybpfiylj8AVQnw53qMfamnp6fGQk306domtEf5+TJfxa\n3uBLj6YISD1KX5mXKAOW/4CCLk2+TuHegURFneqRjU7NPiSwauma0RQA56dTAAIzz8Y6I0mgW8qW\nzRxlDL5+/pnkgbjMn298Flni009pX62WArYjR2jSkUd2LHBsJJB5Ud6LAoDagbJTIe/zzbvPTqbJ\nUz0qG7LMq/+K+fdAUwScfYUym3pafQ0Ev0kB3eEBJH5ueF1b+v3+o6W1uTRFVDlI3AJc55RpbL2B\n4Sni/UE9uJO2T8K6SzQSb62yhqudK9LyKOBv6NkQ25/djoaeDUXHPjXB17lz53DiBGUbDhww3iPt\n7amc2KoV9e/Y2NC9PTGRVgeRkcbXcXamBfaCBRTt+/nxqwctWlDmQi4sS1pP8fEULHF7vqQCHhsb\nms6MiKDry9GRhrxOnqQsHsdnFwANGfz7rzHg2byZjuU+H2rXppHwwYPFqsFFRSQbMX8+f5CgTRv6\n25S2r6k8CLNfobVC4e/qj83XjCIwC3ssxAddPij1a8dnxuPl7S/jQNwBw7RJC58WWNp/KbrW7Wrh\naCN//02lU6H4vDns7OhvP3eu2CJu9KbR+DP6T/kvJsDeyh4p76bw+wdu/sgXiQRIFLjND+TVKESr\noRtN1CzwHiCN3gZaL+HtmlWYhYBvAgxZGADY//x+9Ag0ZgceZD9A4LeBPFmQrWO24plGz/B/75kz\ndPHl5pY/oPHzo65gCybp1YWH+Q8x99Bc7Lu9D+l56XC0cUTbWm0xp9scNK0hUwBJinIEX1u3kj8k\nl969aQFoLp5MSKAFZ3KycZusrFlFBV+c89iwgZ4N165RZqewkBbmNWrQOQ4cSPIJssp0mkLgYB8g\nVaYiqI0n0HUb4C1n1FNHGYMvjYbkG7ji+FZWNAH56qum45m8PKqocCtGDENZf16i9tFV4GAvo4dq\naXEJAbrvAxxqAcmHgAN8txODs4YcLs4CrnHaNVotAYLfJo/W6IXG7WoHoMe/1MdnCU0R8CfnQ23l\nDESY6J/VseHKBqyPXo+EzASUaEtQw7EGutXthukdpvPtrzg8VcGXnvv3KUtx+jQ1SN+5Qxc/N8Cw\nt6cKQFAQPRTDw0mE0En3HCspEV+EpbFTMEdsLK0kuX2afn50g2vdWvoYjYbGdX/gV3OwahUFjHp+\n/53up8Jsmpsbnb+/P9107t6lEiJXER+gaZXdu6XtPyobYYmRi5eDF+Knx8uf7OKQnU1/lz17NbgZ\nq0FOlhXcXFXo0oX+Jr17y+vF1XPvHv3toqKojy87swDqkgyorQC1nQvsnZ3QvDkFsT17ms68brq6\nCREbzYtxmmNkyEhsjNgo/kH0ZzQ9y4WxonS8Z3tayWmLqCn5/k6dDQYH5yCg9ynAVlyWW3BkAT46\naFxC963fF7vHGe/yM/fN5A1ItK/dHqcmVbYRooIsyhF8AeJKAEB9jLNnU+DCvV9qNLRYmTqVAh09\nKhVlvYTSaCIqKPh69Ii8qdeskTepHhAAfPEFNZWb5eTz5GBSGtR2lIW2ZFekpxw6X7m5FGj99ht/\ne4MGJOPQowe1gmg09P6cOEEKJFwTbCsrmpycOpXzAiW5wD8tqFQrxCOUPCRtvagcmHmJpvmFU9gA\nZeQ7bQCOPwvc4Ux0OdShVgmpvrzsWODRZco46mORO+vJ1UZPqyVA/ZeBLb58a8CGbwBtZArTlSH4\nKgtPZfBliuJiyvbY21suj2k0tKLj9jNVVPA1bhz/olCrSXzOknaOVkvnwC1/de1Kx3KJjqYLRrjd\nHDY2dB/+4gvLhqaVxZGEI+i2RqJhEsCinovwXuf3JH9mjuXLaUJTqvdVT1gYTWHKHp/PTwLi1lDP\nQfppQd8BdNpCTcnLsPZQk/YTecV58P7Cm+dVOb75eMk+qvjMeJ7cAwBsjNiIkSEmnhLJhygDZq4X\nQ4raQ4D2q6RH80E9U4HfBvJ01KImR6G5T3NkFmTC/2t/njHtvvH70KteL6mXUqhqyhl8aTQU/wgf\n6ACp4IeF0b0jJYUWJtxsF0AP8++/F9vUSFIBwVd8PPWbxkrECZZ4/31xv6YBqeyyXFQ2JHwsJwNT\nAfZC//xDZcRjx+SforU1JZIXLJBQmhe6YAAkJN5iEVBLwsNKUwgk/E6+sXl3jdvtawNDE4Ft9YyT\nqQBNl7aUGDxKOwXsC4PZ8i5AWTNrN+DYcP72wbHSTh/XvqCetcJUfl8Y9/9tPIAR6eJjy0lpgq8n\ndtpRLtbW8ic/1GqjSryea6V8jknx6JFYbqFvX3mihSoV9Q3t2WOs1Ah1qADK5B06RFWdX36hmv3l\ny2LBVFtb6lvq1YvuwZZ6wyqbrnW7YmyzsTwhO4B6hqZ3sKBsLYHQ584Ueu2y3bst2FoU5wAXZwK3\nf+ab8AopyqByROoRuul4tgMavgnUHU1+gjocrB0wMGggT+hVy2oltaa+PMEfFXWyccLAIDNWND7h\npOydcojsMNJP0dSPsPGUUdGUZM0+QOB4OlczONs6Y0bYDMzab9RZW3x8MdYNX4dlZ5fxAq/wgHAl\n8HqKUKupXaJ/fzIa52a00tJIjNMULVpQFiU8vNJPEwAttnr2FLcOMgzFn02b0uDp3bukBynU8F20\niCa+336bvx1Fj4BLs8t+Ytoi4MyrQP+o0qXby0j//vR15w7NjERGkoBqaipVBNRqysx7eFB7Ttu2\ntL+knmF+EslwcHEJoWDSxoS7vNqWSoh+w4G/OB3/JTq5nEJBL5W9iRWwSzD1zj2M5LvDAHQPs3Ki\nAQf/0cAtwaSdlZNpi7Ws63z9TCkCZY62VyLVPvgqLT168NPssbG0ghAuHk1x/ToFAHfv0kriyy8p\nGyUUbh4+XPp4KRo3poBiyRK6YL76yvS+rVsDrQMvAWnHUZJ6HkVZKdAWZtLQjZ0zrF39oHJtDNTo\nAri3BlD5NwNLrBmyBqG+oTgfuxVO2hw09mmJCe1mmDRjNsXixfICLz337pGeW2SkiTJh9i3gUH+a\ntBGisjVmiorSxRMz6WeAk2Np8qrbPzwNmYiQCF7w9c+tf6DRakRif1zvMYCmHO2tLfQ4MQyVGvXT\nP9cuA/PmAOmpwKgBwLOjqQnYqnSl3NfbvY6vTn5lGKPeEL0BH3X9CN+e5qf1F/ZYKHW4QjXnueeM\nWk/r11NPqpTihq8vLSyHD6eMfRXEGgZee00ceIWHAz/9RDJbQjZsIDcKrhjoBx/QPYGXaLq9mq+l\np8falR7SPj0owMq8Qo3geXfE+z66TCU5dwkdsErC31/+5LtJYleIA5/2q0wHXlxEU9y6DJatN788\nWGQiw2TjBnSW2R+rFjwrhOfMpf3PJEFSlAFRVo2xpr40E1WAquQ/F3xNmiTucfjyS3nB1/37dOPR\na33FxNCFLJU9qyfT91jP5Ml8o1oRLEsX/o1vDAazVhC8gbkAuJ9zu5pAwHM0YeIinsyoEpIPwfrW\ncryVegRQ3wfUIK2q3T8DtjXoxlZ/EpXzzBAdLTYZl8Pt2xQsiyyRClKAQ31pjNwAA9QaAAS+ANR+\nxhhQsVoaW3/wDxC3lm/wm3wAeLAL8DN2Lg9sOBAO1g6G0mNGfgaO3z3OGwRIzU3Fibv8Lv/RTUaX\n7h9XUgI8M5zKFgCw/zjQNBwIk1/C0ONk44R3w97FzH9Jb61EW4J+v/UziJYCwICgAZKWTgqVzJIl\npIOSni4eZBDaYACUhueOegMUJdnbU7rq668BX19sv7Edqy6sQttabTG7y2zY2jIYOxYYqxu0vX+f\nfmVODi0Kvbwos6TnYNxBLDm5BE1rNMW88HmlXkyVhpMnKZjiEhpKtjumZjJGj6bz7tfP+GcrLCTL\nG4OHJavV6YAJcPADwvfwbYz8R5Fcy7XPgSsfiwOAR1erNPiqEO4KjBw9O8grn5rDsx1NoOp5sBdo\nJk9KyEBBCgW/+gDPVWBEqi0k8XI34cimDqcAAAGl+51VTBlFBKovXbrwm9kBaop/7TXp+5ieW7eo\niZuruu/oSE32UmVCr4oMrPOTgAM9gdMv8h/8ehg1r/RloCAJuL4E2NUYODeVYzRbBRRnA0dH0NTL\nnfWkuSKkMIV+drAXsKctkG7anHnaNPPyHeakdn77jW9TBQCIfIsfeDFW1CzabQfgP5Kvhsyo6OIP\nfhvof5GCMy4FqbxvHawdMCCI78G47Qa/frMjZodhShMA3Ozc0K+BGZExKW7eNAZeekzJWMtgarup\n8HYw1ibiM+N5P/84vJQ3UIWK4eefSYgvPp5uQNwvYRMWYLTm4H4lJFDaftMm4OpVRCVFYdiGYdh2\nYxs+OvgRbwJZT61aJEfQsSNllriBV2ZBJoZtGIadN3fi8+Of4929Mr1uyojQXketpuva0jBs796C\n5nLQNLmBpP3iRnNrN6DXcWn/SJUV0GQ20G036YtxKc4U7/8kU5wFPLrC3+bTQ3rf0lBf0GKRfgq4\ns0nesflJwN72wN8+wF8eQOxq2u7dBXAQ6EFd/Vz+OWWcBw4NAPaEUtuIVmP5mErmP5f5AqhBNCWF\n32j/008k6zByJAmy+vlRMJaYSHX1NWv4NmQqFVkveHhIN7PLcPiQR2EaBV5ZVzkbGbIjqjuGJAds\nddL1hRmU/k7aD9zdSLVvQLe6WwbUGiTdQFnR5N4FDg+kc5FLxjlgXweSQ2jxGW8y5uRJaQ2hOnVI\nhHb8eJIUiYqi4YLf+e1lYFlqUDWsnB9eIkNzLs3mkfKxHKyENhLihtGIkAhsumq84WyP2Y4v+xh7\nvLbF8IOxocFDS2/Tk5Iib5tMHKwdMC98Hk95Xc+oJqPKrkWlUD4uXiSrC6nMl1wYhvxomjQBfH2x\n5/hiaDi9gsvPL8eIkBGyX27dpXU8cd7tMdvx3YDvzBxRdgoLxTIWYWE0xS2HGTNInFrfH8uzk3yw\nS3xA07nkUmKOmj2oosDVjjJXCnsSyTgvXpDr2xmE5N6hRvbsm0bvWFOL+Zq9gIDngXhOienUeCpF\n1jPjiJF9Ezg8GMi+Qd9r8oDEv4H6E2kB3OZb4Ogw4/4Jv1HfV7N50skHPSmH6XX1WokZ58nntrwZ\nvnLynwy+7OyM7u2LFhkvxpQUukiXLTN/vK8vlS576fqOpSbqoqLESvpl4syr/MBLbQeEbQD8nhHv\na+tBVgw1ugHN54tHp8uq4VIaSnKBw/2BR9GW9xXCaulmVpgOdFht2PydxD29YUMya63BcYlo2ZJW\nw506iVe727ZR74eLC3Rj0JyAibECGpS3eYLPwKCBsLeyR34Jfbhi0mMQkx6Dhp4NkV+cj72xe3n7\nl7rkCEib8ZVzevm10NcQmxGLpWeWokRLc/wDgwZixSCZ1hIKFY+NDUUbFYi7Hb+n50DcAaTkpqCG\nYw0TR/DRC1Dq8XKovB6ac+fEVosDBkjvK4W/P006LlxIf8q5czk/TNrP39naDQiSey8QNrxxrr2c\nHLHmDyBdXklKEgur2dgY/eAqC6lqhJeJz9m5KSRhYw41Jw3ZbiUNAiXoxmg1BcDpF4DrX1CTvXtL\n0kljS8gGKnk/3Ze5vbVWzvxypd9Qkp24+K4x8Iv+BLi3nczUa3QjE3a1PQVamZdpMCl2Jf0ePW4t\nAHfzItxVwX8y+AKoTDVnDk0ErlxJEz/x8ab3V6up2X3SJBJSteO0N0jp22zYIHP8Wsf8+ZR98/Ki\n82nfHkDKUbKG4dL6G+nASwoZGZoK58oC6cDLtgYQ/BbZgIAFcuKAB7uB5H/FK6i4/wGN3wVcGyM3\nl8rCQn79lR94cZkyhaadtmwxbisooNXz2LEAkviBD3x6SupfQasBYpZSc72Go9ouTNVLDDU42jhi\nQNAA/HXN2FOx7cY2zAibgX9v/8uTovC093xiJggZhsGSvkswL3we7mbdhbeDN7wdpcakFKozws+b\nhtVg241tmNR6kokjjNx9dBen753mbeOK8lY016+LtzVoULrXWLCAnCjs7DiVivxk8bXsP0qikbwU\n5OeTdRWvtmkBUw3H3t60yjfneVYehEMGanu+Sj1vXwldLyEunDKt2gYIW0cB06XZZPMD0LNBzsLc\nuwvQ9idx6Tf4bQqeLswwKvFnXiQrIwMMTD7raj9DDfmlrTJUAv/Z4EuPvz/wySf0lZhIrRUPHtBY\ns40N9TnUrEl9D6aENQMCaJyX6zx/+DBZ0cgRNl292rgae/CA7JMOHwYQz19d0vRN1RsZyyb7FnBD\nMKrJqEjnJWQWYO3M/1nwW1QavfAueahxybwEuDbG7t3iVe+gQSQjYY5Zs/jBF0CWKGPHAsiJ5//A\nVJ/D/R18ex5TSAVuoNIjN/jaHrMdM8JmiKYcRzQeASspAcLHiLOtM0K8K9HaR+GxEugeiNa+rRH5\nwGgH8vf1v2UFX0IjeIA8QSuLdIlhOUnZBAuIFmsZ5yB6SJe3LeP330sXeJkjNZVqppUVfOmlIfSY\nm5AO+QA48az4GD2OAdQuIsR/JFBnBGknJm4lWYlHV6idxiDtw1DrjGtjyrz5DQM825o+l5o9gX6R\nJLlzdxOVFbNucLJb3KoGV3bnefOvW8U8WXf8x4yfn7TVnBw+/ZSaO/VotTRts2+feR8YJSJ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Sf29KEEXwoVg3srmsTUk3aSJi/VMr27kvZTY653J6DpPEClRm2JAaPSWqYVFAArVgANGgADBpTu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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1114c3890>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "logo = lm.Logo(crp_df, font_name = 'Arial Rounded MT Bold')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Basic styling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This section introduces basic styling options logomaker provides, applied to the CRP logo from the previous section. We still use the [Logo](https://logomaker.readthedocs.io/en/latest/Logo.html) class (specifically, its constructor) to draw the logo, however we now set a few addtional keyword arguments for styling: the *shade_below* and *fade_below* parameters set the amount of shading and fading to use for characters drawn below the x-axis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1149c4610>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DXLs8aw2A45+rx/JSvbcuLSJPve1TCSxedkdp+DlGn2n7c8zPfHHnF/hazAgKEyeEh8tO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MknPdjtplU1IEGfi7bTryV1sFgJsUiQ0e6LjPVeIb9iK2WN96JZ1i+zoqBC0WFgYGIgJXHrH1cO\nLhajJWEDkgqCIFBUcwcFlduZGrqOa6of98wQ4YBnMX0hCOiNVmxZRWQV1pGVX7uuSMCO2h288+U7\nidfN3c1srNiYFG1rKGu4JYPY/8B3H+XlGfz0p1t5550Ohobcax8wj4YGB4cOVX9jWYu14HQGFcVq\nCzCbtdTXOygvz0CvV+Nyhbh5c5reXqci0OJyhThypIfHHqtVHB/yzzE19PUsTEe6z1Ncu+dbqTQV\nBCGRgXK5gglHAK83TCgUk7MEJi1ms5bCQiulpekrpon97mlFFSfI/ZBLG+5e9RpUag1ljfcoiNuC\nbkxctkhXqVNr1tIdZVRueRD3zFCS5kxALjDJzKkgI6ec4Y6zir9rtPoVxzV7XjXu6aEVrUI0OuO6\n+4jfTqz3qfkx8Islr78PBIBsQBIEYRLYLEnSyg6DfwQoKbEpiFsgEGVwcI6ysvUJTKen/bz++g1c\nLtkb7fHHaxkdTTZFXe/5QI7OHTpUw+ef92MyaXnkkZV1QiqVQFGeiEVwUm4fJBL0EvDLRMZgMGFM\nyyQtI4/MNDPwb0/cAPZu3EuaKY3r3VeJhnyU5JVxx8Z9t3yekycHkopLVoMoyo2Z//N/3p5y4Ap4\nZmj+/KXU0StBQKc3IyERiwSTqiIlMc5o90XcM8NJaZKKfCVxW8nPbWlrpoXj1qPNW2ryHJidpfuj\njwi558jfsZ3CHbu+kpaxvqyezy5/hn/+uxiYHGB6blrRdxb+7S1A/gO3BxkZRp5/fgt9fS4uXx6j\nr8+V0pDXYtFRVpbOjh0Ft9X+IxU+/bQnSVRfUZHBk0/WKxa7ZWX/X3vvHdxGfuX7fg8SQQAkQBJg\nzkkMonIejTSarJmxJ9njmfXaHnsddr27tXvTW9+7dettvaq917u1b9/Wq317bd919gRrnGY8o4ka\n5WRlUZREkWLOOYMACPzeHwBBNLqRmEGeT5VKZKO70WSzG6dP+H69D8PNzcN4881bkjLw9es92L8/\nXyK23d10VbGUptYmIKd0F6w5G+Bxz2B8qAsdDRfhmJIHt67pSUyM9oYVjF0KUlISkZKSiM2bI6+r\nRF+b3NGnqCayZ3E4tHoj3AG6ny6nsnA8ESG3fA9yyyNXXtRBD8fuMGLheRv2Irdst8wuEPD2+gY/\naK8U0QZuGwCcDFq2F8AQgBoA/wDgTwH8X4t3aKuPykqbpFcM8DbkRhNouVxuHDlS52/mvXGjF1u2\nZCqWLiPJdQQz+wQVjtGBdrTcOo7hXuVSwaRjHJOjvRjouIPm2k+RmJSG3PI9yCra6hc7XG4cU2Po\nuHcBzu4G5M5mtVqHcLH1ChJNqbDmVCC3fI/EjkmJsTGHZDIqWqamXDhxogVPPy1Nq3vcM6g7/5Ys\naNObUpBb5v2dzeo9zd60+9pvoaflxpw0B7xlkuG+JqRlzQXbxVnFUJHKr/njcDnQPdiNHNtc2dbh\ndKBrQPqkG6pMGo7bb72FiR7v3/P9Dz5CalFJRINxJTRqDbaVbcPp2tMAvP13b514y+9+AXjlTgKH\nFpjlof/OHXRfuQLn5KQswFASEB6or8fl731Ptlyl1cKcl4fCQ4eg1mrRO9SLS/WXUJBR4JfkKS5O\nQXFxCjwegcHBKUxMODE9PQOtVg2bzSDpHR4YHcC5W+eQY81Zcmuxvr5JWZO9xaLHSy9Vh8z4FRWl\n4JlnyvHrX89NiQrhDd4eeWRuclsp26bSaLHpwB/DbM2be7/0QuSU7cK9K++hp/mabBv7xNCyB24L\nZShIHNdkyVzwz2BMtkn638YGYr9vBzMrmjyL8LjD6lmSShVSHmS1EO0nciaAwHreFOC3wzpNRP8M\n4L9gjQduZWWpyM5OkpTbrl3rRkWFVdG9YBYhBH7/+3vo75c+PZhMOkV9tPkal4ei7e5ZNNceU9TD\nCoV9fBANV95D6+1TqNj5bNg+p6Wgp/k6Gq4eDdk7Yp8YQnv9OXTev4S88r0oqDoYMv196lSrxLc1\nFq5f78HDDxdJvFjb68/5bXBmySzaig07PiMrd6jUGpht+TDb8lFYfQi3z78lCZ6Dp7ESdAnIteVK\nfFNbelokgVtrb6vEPUJFKsXBhnBMj4z4gzYAgBAYqK+fV+AGeOVbzt466z+uQGV/wOu0wCw/9W+/\nHZX/6Cwzdjsm7Mp9sGPt7TBlZSG5vBQ/+fAnsDvsuHLvCmwWm6RMr1JRWH1HIQTe/PRNDIwO+JXm\nlzJ4CzZZB4CnniqLWKatqcnAtWs9aGqaCySam+e0Fe0Tw4q6ZdV7Py8J2mZRqTWo2PUsdHoT2u6c\nlrw244iu93i1IDweTI5K74HJabkL3m9a9gYMds1N1o/0t2BqfBCGpOhsoZpvHUdv603ojRaUbT0M\nozkdZlsBVBqtpAzb114XdV+hxz2D7qarcE5PwJpbuSoC7GiL6r0AAj8ZMgEE1mpuwpuVW9MQEZ56\nqkzSTCsE8Mtf3sKpU62YnJQHGZOTThw5UoebN6V/5KWlqbDZjFhqlY3W26fRdONjWdCWYEhG3oZ9\nKN16GKVbDyO/cj9SMopBQca6Tvs4as+8AXvQFNBS0tl4CXf/8LuoGn49My603j6F6yd+oujF6XDM\n4MYNZZ87k0mHgwcL8NRTZaiuVvbpdLk8kuERj3sGHQECjwCQlJqDDTs/G7FHRZuQCEOydFpVyS4n\nOAhr6WkJ+322NVsmAxIJh4IRtpI5drQkG5NRkV+h+FqSIQmV+ZXz3jczfyqeew6pZWUwZWXBlJk5\n73/m/Hzk7dsHa0UFbrfcht0XaAghcK1BnkEKR2tvq0RIO7A1YCkIln5KTk5AWVl0Ljq7d0sHlEZH\n54LgoR55c3w0MhPFmx6BNVd6PYTTBluNTI0PyOymklJDD3O5HFMYHWjHSF+L919/q+J6Gfk10AXI\nowiPB/V/eBsed+TfT0vdSbTWncT0xDBGeptx/8ZHALzabul5Ugmi9vpzmJ6M3JMphEDduSNouHoU\nrbdP4dqxHy7rZ2Eoos24HQPwTfjKpUL+aUMx7Cuuyc1NxgsvVOJXv7otMUz/9NNmnDzZgvLyNKSk\nzGmjNTcPS6y3AO806Gc/641zAzM5syyWl9xwb5Ns6ifBYEbp1idhzd6gGGi4HHb0NF9DW/1ZfylQ\neNwYG2hfFrHI3tZaNFw9GvN2YwPtuPLJ/8bWh78mOc5bt/pkvS0AsH17Fp58stQ/BLJrVw727h3D\nm2/eknirAt5y+AMPeJX+B7rqZSXSopqHF1XnrjSnFMevzwk+tvW1SfrcggcTynJiL5MKhRthNDfH\ncBzYfAB32+5KsoGAdzKWJUBWBmtFBawVygH1fJkM+vtv6GjA4d2Ho97+bttdyffBsjaLyfi4Q9aO\nUlhoifp6LS1NhdGo9eszBkqCKAVu+ZXRZXESTcGB4/wlJ1YCpUxjcppy4NbbWou7f/hdWG/Q2fOh\n1upQtvUw6s6/5S/tjw604frxH2PDzmdhNMsfsIXHg9Y7pyUiuQCQaJrL0hXXPIKBzjuY8bVvzDjt\nuHnq56je9wXFfQLe++G9K7+XZAA97pl5TxAvJtEGW/8I4CoR/Y0Q4h8UXj8AIHavpjilqsqGr3xl\nM37zmzsSI3e3W8j8QYMpKDDjpZeq/Q3vSiK+HR1jMQ0oAF59Mo1GJZlwvX/jY0lfi1ZvxNaHvxbW\nvkWbkIi8in2wTw6jq/GSf7nHszjSJ+Fw2idw78q789bNcdrHcfv8r7D9sW/4lwVbdwHeXpxnnimX\n3bxzc5PxhS9U40c/uiY5hJ4e79RVUlICRvpaJNuoNTpYbIXzOt5QZFuzYUgw+D/QHC4Huga7kGvL\nhd1hR8+wNIOopN+2EmSmZuLzD30eH/zhA4xOjkKv02Nf9T6WAFljBBtjD40PYXB0EGnm6MpZ99ql\nItMW09INQvX1yYeHggVkw6FWq/D00+V455166PUaHD4895AU3H+VYDArlkhjweN2Y6KnB64peTCr\ntGyktRVTg9L+PZVaDWN6uswzdzGZcQaV331iu0p0NV6KaOiu1sx9DtryqlA2fRgN1973fxaMDXbg\n0of/BnNaHpKtedDpTRAeN6YnRzDY3SAb+tAbLSisnhti0yWasHH/K6g99Zo/8JoaG8Dlj/4XbHnV\nSMsqR6IpFWqNDjOuaYwPdaLr/mVMjUk/z215VSE1LZeTqAI3IcQdInoFwC+J6GkA3wdwCcAMgP0A\n/ge8AwrrhoICC7797Z24cqUbFy92SAI4JTIzTTh4sEBmKq80XdXYOIQHH4zesPnDDxtx4UIH9HoN\nXn55IwoKLBjubZKZ6ZZsfjwqz72Vou3uGUnz/ixavRFF1YdgSskCIDA1NoC+9jpF4cfxoU5MjPTC\nZMmA0+lGS4vc7/OJJ0JPYOblmVFdnY5bt6Q9Wk1Nw9i8OVN2s7akFyr21gkh0Hr7FEb6WyQ/07TC\nVFkwRITi7GKJL2VLTwtybblo6WmRlFeNeuOqavqvLKhEZUElXDMuaNSaZXfcYJae/PR82bLmnuao\nArfh8WG/T3C4/S0WwcLmACK6IARTVWVDVZX0vj09OQpXUKZwoUr8bpcL1374Q2nvaQTq335bcblK\no0HV5z636NnWWWaC7tMqtSZkq4iIIpsYHPTllO2C0ZKB+kvvwD7uC0yFwOhAG0YH2hT2MIclvRCV\ne16UDRhYbAXY+vDXcPfS2/7PRuHxoK+1VubYoIQtrwoVu56PuN5yEHV5UwjxOyLaBa8syM8xl9sl\nAG8D+JfFP7zVTUKCBvv25WHv3lz09U2irW0Uo6MOv5Ch0aj1a6OlpCj3ICUnJ8BmM0gGF9rbx2C3\nuxTLqMHcuzeI8+e93ph2+wyOH2/Bq69ukaR3Ae+FZctZvX1GTvsEupquyJbb8qpQtu1p6PRzjc7J\nabnILNqC0YF21F96R6ajNjU+AJMlAy0tI7IydUGBGRkZ4Z9Et23LkgVuvb0+gchpaR9YcpryE/ZQ\nd4Msda9E4JNmICXZJbLAbX/NflmZNFoZkOUmVg9ZJn4wm8ywmq2SPrWmrqaoMqtNXfKp9sLMwsU8\nPAlKsiSJiQvv6pGJusIbMCyE/tu3YwrawuGZmUHLyZNLFrgFlwvVIfTWACCraFvY6VBSqZG3Qa5V\nabEVYNeTf46hnkb0tFzHaH+b3zQ+GI1Oj5SMYmQWbZVM6QdjSsnE9ke/gb72OnQ3X/VWUMJUeEil\ngsVWiNwNe8Pud7mJ6S9YCHEDwENElA9gEwATgFtCiFtE9CiAT5bgGFc9RISMDFPEgCAU27dnS4zd\nPR6BY8ea8cwz4Z/gpqdn8O67QQGar1QaXNKzpBf5JSoCET6j37HBdsnFODm6vJJ8Pa03ZOKL1pwK\nVO97KeQ2Zmsetj/6Ddw8/RpGA5pd3S7vz6Gk27Z9e+TsVFGRBWZzgiSL2tc36bXdckr7ZbQK5uuA\nXDtICVKpYbYqZxuCBxTaer19bsGB22opkzLri5LsEkngNpsJjvQQ0dQtDdy0Gi0KMqOvLsRK8IMb\ngKjFzcMxPSnP5Mv71mLDNRmdo8lK7S+QYDP3cMMVWcVbYUrJnMucBaBSa5CUkh1S0olUKsnAh2Nq\nDA77OGZc0xAeN9TaBCTok6A3Kfs/h9pnRkENMgpq4HY5MT7SjanRfsy4pjHjckCl1kCj1cOQbEVS\nStaqlAaZ16OHEKINQBsR5QD4KhG9DaBgvvtb72zfnoWzZ9v8BsAAcPlyF1JTE7Fvn3JGx+GYwZEj\ndTLvv9npyOCSXKinwcGue1F5VkYTiCyEgU5pw7JKrUHZ9qcjbqfW6mA0p0sCt9lkcLBLApG32TgS\nRISKCisuXuz0L5sdWAieywmewp3FYivAhp3PYqinUdbfQSoVtDoDMgo2hSxdJxuTkW5J98tqOGec\nuNdxD/2jc9lFIuLAjVkRSnNKcfHO3HT1lGMKR44fiZhpbeyUtkIXZRbJvHg9brcsC6I0TCM8Hnhm\n5Bk1lWZufwkJ8uvT5Vr4BKeSkG6icWHDW8m5C5fTWMr9BaLWSD8PPO7wA3VJKTsomcsAACAASURB\nVFmLIqORYEiOqNsZC2qtDhZbASy2pXt4WApiDrSISA3gWQB/AuBxAJ3wTpsWLuqRrSO0WjWef74S\nv/jFTf+kKgB89NF93LjRgwceyEd5eRoSEtQYH3eiqWkYZ860+cV8Z0lNTcSmTRkQHo9M+TlUZkin\nN3kjmjDpYo1Ov+gN+IE4pycxNtghWZaevxEJAWPh86G3V5pWT0lJjFojLz/fLAncHA6vHYxGq5dk\n3dwzoXsbs4q3Iqt4a4xHPUdJdolED+3E9ROS17PTsmHQr76nQWbtU5hZCI1ag5kASYg7bXfCbKFM\n4IPHaFsb7r79NuxDQ1ENKPXevInemzdly9UJCcjesQMljz2maAEYypMzFoIfjDW6REUz9Fgw5+ej\n5Ikn0HPtmuIgwixCCLhcHtkw2iykViMpOxulh6Of9I2VYAcB4fHAOT0paWlhlo6oAzci2gBvsPZl\nADoAbwF4WAhxmog2wmuLxcyT4uIUHD5ciqNHGyT3rN7eSfzmN94bYrj4ymDQ4qWXqqHVqhW1wYiU\nG0eT03Kw9dBXlT3fiKDRJSItq3xJL8jR/lbZDxasuxMrLpdbksEEvKbW0ZKTI32qm9Xu0+mNksBN\naSx+sSjNKcX52+f93/cMrc5pUmb9odVokZ+eLyt9xkqg48e9d9+FfVBeTosVt8OB9rNnkVZeDqNR\n/vDX0TGG6urYhKYnJ53QatXQ6bwZvOCMWzipJPvEMDruXZBsE6oVJW/vXuTt3StbPjRkx8WLHWhs\nHMLQkB1CAOTyTsJXVFixY0f2svm+At6pzWCmxgc4cFsmojrTRHQawHYA78FrbXVUCBH4qRhfIjSr\nlJ07c2A26/Gb39xRbKoNFbRlZprw8ssb/RpDRAStLlEy9RQ8ARXIrLL/SqF0EzMtMK2uZCUW6DEY\nCYtFL+lzs1oN/uMKHBEPzhRGg318CLrEJFmfSDAFmQWyrEYgsbolMMxiUpJdsqDALS05TSItYh9e\nXGFT+9AQsjdkyx54W1sjT3YHcvp0K44da4ZOp8YXv1iDggKL7H6qD1EmFULgxsmfSWyclFHuzxJC\n4NSpVpw82Sqpxnhf8w6ytbeP4eLFTvzRH9UgM3PpJEACMZrTQSqVRNh9Yrg7ppLjUM99TI31I7No\n66rxAI0XonVOeAC+yVEhxO+CgrZ5QUSpRPQxETX4/lf8yyciNxFd9/17Z6Hvu9opL0/DX/3Vbuzf\nnx9x+sli0ePJJ0vxjW9skwhDAvInoomRxZlWWgomg6ZCdXrTgp/cgkV0gdgybgAk0i2zXrAWq/TG\nND7UhSmFplslhBCoPf06Lh79f3HhvX/BeJBcSzAatQYFGco3Qr1Oj1zb0vWwMEwkSnIW9uAQnDFO\nzgmtvB8zREjKzobBoJU9sPX0TMDpjK7PbXBwCsePtwDwamWeOOH9Otg1QCkDBXjvD5GDNkAVolf2\n97+/h+PHW2RBWzBjYw78+MfX0NYWW1A6X1RqjWwYY1BBnikUQ92NuHnqF2i89gFqT7++2Ie35ok2\nt7odwNcBvEtEwwBeB/CaECL2poY5vgPgmBDiu0T0Hd/3f6Ownl0IsWUB7xN3JCZq8eijxXj44SJ0\ndIyho2PMb9is06mRkWFETk4ybDZDyEkai60Q40NzRuTDvU3wuN0h/TyDGR1oR2/rTZjMGcgq3hbR\nzmkhBE8bmVIyQ6wJdDddRXfzNUm5UmlEfFbpPJBY9ZseeqgQLpcbaWkGfxBnzalA4/UPJDfulroT\nqNrzYsT9dTZc9Mu0uKYn0XbnDKr3fT7sNhvyNuB+133Z8tKcUr+TAsOsBBkpGTAlmjBhn7v+Dmw6\ngK1l8r7OvuE+vPHpG5JlgWVSwGvP1fTJJ5js6wvp4iE8Hr8uokanR7BnIBFBazQia9s2mDK8D1vl\n5WmSfmCPR+DatW7s3h35wefjj5skQdPsA6E7qBk/VMbIOR2djZySLNDFix0Su71IOBxuvPVWHb79\n7Z1RSUktFLOtQFJ9GOlrwfTkaFRaoc23Pp1zRuhvxeRoH4zm+fkkr0eiFeC9BuDPieg/Afg8gK8B\n+K9EdANeTbdb4bYPwbMAHvJ9/VMAJ6AcuK1bVCpCfr4Z+fmxi+amZZejvf6c/3vn9AR6W29G1Sw/\nMdyDGyd+6g9OXM4pFFQdiPkYosXllJYdTBblwG1ytA/1l38fsXGZSKXYgKzVxhbo6PUafOYzUgte\nXaIJGQWb0N101b+sr7UWFlshsktCG2VPjPSiqfaY9DijCLw2Fm3Ex1c+hitIKmV7+dKZcjNMNBAR\nSrJLcOP+Df+ygdEBmbMCILe5Usom6y0WVH3uc4rvNdRzHz0t1zHYWe+XLfJo3TBb85FVtBW2vKqQ\nx7ljRzbOn2+X3DZOnmxFZaUNycmhS3QNDYMyn9PZ3tfgjJtKpfxRGqq3OBhd0CDW6Og0Pvkk9jL0\n+LgTR4824MUXQ/8+FgtrTgW6789pbwqPG213TqN8xzNhtxvsuidJKgDhW3kYOTF9kgkhpoUQPxdC\nHILXVP4jAP8FwIfzeO8MIcTs40QPgFA+EnoiukxEF4jouVA7I6Jv+ta73N8vtzlab1jSC2Wmv/dv\nfAT7ePhmerfLiTsXfyO5MUUq6S2UYDFHnV65T2NipDeqaTONTq848r8Y+k0AUFj9kEzb596Vd9Fw\n9Sic03LtpMGue7hx8mcynTpbbuSbq0FvwCPbHpEsqymqQVFW0TyOnGEWl+ByZ7CzxyzB+oOFmYVR\niTS7Z1y4ff5XuHny5+hrrZXcK9wuB4a6G1B37ghunvoFHFNy3UbAO20f7FgzNeXCa6/dRE+PsqBr\nZ+cYfvWr27Lls3JLwfIXoWSBotF2I5VK9rD6ySdNih7L0XDrVp+i1ddik5pZisQkqVtGV9MVmbRT\nIG6XE43X5eHCQjXw1hvzHkMRQjQC+A4R/S2AZ+DNwkkgok8AKKVP/jZoX4KIQn0iFwghOomoGMCn\nRFQrhJDVjoQQPwDwAwDYsWMHD0sAKNnyOG6c+Km/gXTGace1T3+E8h2fgTVng2x9h30cdy78WjYs\nsJRSIIA8cAv19BrtuL3Jkgm3Wy6QGWvGLRQJhmRU7H4et868Mdec6xMy7rp/2S8o6XHPYHK0T1Gs\n05JRBGtOdKrmuyt3Q0wbUdfQAr0mCSXmDZiYcMJkiq30yzCLTXFWMYjIH6xNOabQN9yHjNS553CP\nx4PW3lbJdmU5kVXohceD2jOvY6S3OeK6Q92NuPzR97Dp4JcU9cKeeqoMLS0jkkx8b+8kvv/9y9i0\nKQObN2fCZNJhbMyBu3cHcP16D2ZmpIFTTk6SXwdSCOlroXrUDMlWmCyZYXuM0/NroE2Y678dGZlG\nXZ08+aDRqLB5cwa2b/f27nV3j+P06TaZXqUQwNmzbXj++aV1yiEi5JbvQcOV9yRvXnfuLZRufRLZ\nxdslVQXn9CRun39L3hpjyVxUbbb1wILnh4UQbgBvE5EsxBdCPBpqOyLqJaIsIUQ3EWUBUJyPFkJ0\n+v5vIqITALYCkDf9MDIstgKUbH4cjdc+8C9zTk/g1pk3YEi2IiWjGDq9CR6PG1Nj/RjsbpBlhQzJ\ntrAlwIXicbslk0kAoArxJJ6SXoxEU2pYCY70ghrojRa43fJ1ZiU9FoO0rDLUPPhF1J07IvEiFR6P\nd9I0zLyC0ZKB6r2fj6j07fEIXLnShdOn23xCy95ySmNtPYiAwkILHnusBNnZC9O7Y5j5Ykw0IjMl\nE91Dc1n5lp4WSeDWPdgNR5C3ZTRSNk03P4kqaJvF5ZjCjRM/xaYDf4zkNGn/msmkw7PPbsCRI3US\nNwUhgBs3enHjRm/YfRsMWrzwQqX/miWVWnLfCg7kAql58I/Qfu+87N5KKhUMSVZkFW+TLL9ypUs2\njKDVqvDlL2+WeFtbLHpUVtrw/vsNEs1JALhzZwDPPONetCpDKLKKtqGz4Q8S20HhcaPhyntov3sW\nZlsBtAkGOKZGFT9fACC3fM+SHuNaZEGB26xzgu9frM4J7wD4CoDv+v6XueX6Jk2nhBAOIrLCO936\njws55vVGbvkeqDUJaLj6nqT8OTU2IGksVSLRlIpNB74IlXrp9IFUarVsrDzYaSBw3W2Pft03aBEk\nkUEEvcEMs28cXUmYMtJkVqykZpZg5xN/huZbx9HbejNiGVel1iC7ZAeKah6JKAXidLrxy1/ewv37\nyhNpQgDNzSP44Q+v4rnnKlBTE6rTgGGWltKcUlngtrtqt//75h5p8JWalBrRkH6w656kRzdaZpzT\nuHnqNex4/FuySc8NG6z4whc24siROlk2LRxJSTp8+cubJdOparVWEoTI7kcBJBiSUbrliajfL9gn\nGQCeeKJUErQFv9bRMYbOzrnMm9Ppxv37w6iosCpus1io1GpU7XkRVz/9oSwom54cUaw2BJJszUNG\nwaalPMQ1yUo6J3wXwBEi+hMArQBe8u1/B4A/FUJ8HUAlgO8TkQfefrzvCiHkjQdMWLKKt8JszUPr\n7VPoa78ly3AFo9JokVW0DUU1Dy+Lvo5KrYXbM/dE7lZ4KptFm2BAen5kcV6lJ81YbtbRojdaULn7\neRRtPISh7kYM9zVhenIELscUPB43tLpEJJpSYUkvQnpeNXSJkXWWhBB4441aNDeHv+kBXi/G3/3u\nLpKTE1BQoCxJwDBLSUlOCU7XnvZ/39Ir9S2N1V9XeDy4f+OjeR/PjNOOxmsfYOP+l2WvlZen4Vvf\n2o733mtAS0vk62vDhjQ8/XS5bIgh+GHW4wkduMVCT88EhoelrjdmcwK2bg09aa9SER58sABvvimd\nEWxrG13ywA3wqgBsPvAl1J55Q+blHA690YKqPZ9bUsWCtcqKOScIIQYBPKKw/DK80iMQQpwDUBPL\nfhllDMlWVO55ASWbH8dwbxNGBlrhmBrDjNPuDzD0RgvM1nykZW+Q9FwsNWqNTlJuDLbrmg9K/WxL\nEbjNojdakF26A9mlOxa8r1OnWqMK2mZxuwWOHKnDn/3ZTu57Y5adPFseErQJ/nKo3WFH73AvMlMz\n4Xa70dbXJlk/UuA22H0vZDVAm2CAJb0IwuPGxEhPyIzOQFc9nPYJxQclm82IV1/dgpaWEdTV9aGp\naRhjYw64XB6oVISsLBMKCy2oqrLJHFRmUamlGfNwD5ux0Nwsz7Dv2ZMLtTp8cFNengaLRY+Rkbl7\nZ3d3dFIki4HZlo9tj/wJbl/4NSaiGGYz2wpQtedF7m2bJ+ycsM7QJZqQUbgJGYWrJz2tTTDAaZ+7\nyUxPLlxBXSnjZrcvzlPxUjI6Oo3Tp9sirxjE5KQLx483y+RLGGapUavVKMwsRH17vX9ZS08LMlMz\n0dHfIZGy0ag1ESeiA6V2AimoOoCCqoN+LUohBIa6G9Bw9ag8gBMC48NdSEssD/k+hYUWFBbOZald\nLjc0GlXE3lPAWyoNRElLcj4ouTpEY8+lUhFqatIl9w5vX+zyYUi2Yvuj30B/5x30td3C2EC75PdC\nKjVSMoqRWbQF6XnVy3psa41oM24PAPglgH8VQpxdwuNh1iGGpDRMjsw1B0eSLImGWU/BQJRssFYb\nJ060zDszeP16Dw4dKuKsG7PslGSXyAK3PVV7ZP1tBRkFYWVAHPZxDPU0ypYXVj+Ewo0PSZYREdKy\ny2G25qPu/FsY7pHOrClJ84QjlkZ+bZCzS7RCu5EIliexWPRhteYCKSpKkQRuSraJSw2pVEjPq/YH\nZo6pMcy4HNDo9NAlGLksukispHMCwwDwTq4GMj7SHZPLw2B3AxqvfYDUzBKUbj0MIkJSkjx4GRyM\nTeRxZsaDc+faYbMZZDpQS8HUlAu1tcrm05mZJuzalQODQYu2tlFcutQp03lyuwUuXerEoUNzGY3J\n/n5MDQzI+hqnFLQOp4eH0VdXJ1uuMxqRnJcX9flg1h/B5c/W3lYIIdDS0xJ2vWAGOu/K/lbNtgJZ\n0BaIRqdHzf5XcOPkzzHaPyc7slh9Z0roDdJBAYd94YGb0+nG6Ki0TcRmi95fOS8vGWo1+adml8M9\nIRIJhmSwC+nis5LOCQwDADAGBW6eGRfGhjqiMix2u5y4e/G3cDmm0Dk+iOS0PGQU1CAlRd6jF2vG\n7dNPm3HuXDsA4Bvf2Bay32WxUNKOAoDHHy/B3r25/hJORYUVe/bk4rXXbqK3V5pVqK3t8wduradP\no/nYMdn+QjHc1IThJmW1dlNmJrZ9/etQaZZuwpiJX1KTU5FiSsGwz5fT7rCjo78DHf0dkvWCba6C\nCQy8ZimukbVCy1CpNUhOzZFsH2kIayEkBAVu9vFBCI8n6ozS9OQI7lz8LWy5lX45jKEhu2wwPT09\nes9mrVaNwkKLfxI9sAzMrC1W0jmBYQBAprkEwCuvEQW9rTcldimD3V4v0KQknUy3bXAw+sDN7fbg\n2rW5Jtvr10MLaC4Wt2/Ls2DbtmVh3748Wd9NcnICXnmlRlYSHhqyo7/fG8y1n128roaJnh4MNcpL\nWAwzS3A27dSNU5gJkMmwmCywmsNPOY4EBW6JSWkw2/IX7yAXiYRE6UOcxz2DqfHw8kqBNF77AKP9\nrWi8/qHXEQZzPqiBpKbGNiR24EAB9HoNUlMTceBA5AdfJj6Zd8FZCNEohPgOgDwAzwN4d9GOillX\n6I0WGJKlN/TggEwJIQQ6Gi5Kls1OpxIRUlKkTgsTE044HNGVT1paRiTDDEttITMx4URnp9SyR60m\nHDpUGHIbi0WPnTuzZctnJ1IXO+MQyvibYQCvLEggDZ0Nku8jlUnt40OSISUAq7aJPVgjDvB6PEeD\ny2H3P2BCCPR3eBWulAK3hITYMtwFBRb85/+8D3/5l7ui7o1j4o95B25EdICI9EIItxDibSHEs4t5\nYMz6IrNwi+R7z4wLDdfeD7tNX2utRLEbkD4J22zyMkN7u7KfYTDBljMOx9IGLc3Nw7IySVWVDUlJ\n4W++W7fK7X16e70NzhmbFm9yWJeUhNSSksgrMuuWoswiqMKYqkcK3CZG5e4FZuvqy7YBgNEsn/RU\nGqpQYqi7QfJQNWsxqPRQqTRkFYloJ2OZ+GUhDSvH4RXIvbdIx8KsYzILt6D51qeSG1pfay0MpjTF\nxuTJ0X40Xv9Attwc0BeXm5ssKz/evt3v9xsMhdvtwZ07QQFhwtI25nd0yAPKbdvkQVkwVqsB+flm\ntLXNyQj093szlWVPP43U0lJM9vcvKPumM5lgraiARh+dVyyzPknQJSAvPU/mSwoAKlKhMLMw7PZK\nmmzBJuarBZ3eCF1ikiRDOOgLyCL1uQ101Uu+n60sKPW3Lpa/MrO2WEjgxiE9s2joEk2w5VWjr7VW\nsryl7gRG+luQU7YbxmQb3DNODPc2oe3uGcw4pRNYao0Oadlzuk1Kzbl37vTjiSdKwpYgGhuHZJpv\nStm7xSQ4cNNqVcjPV7a4CaasLFUSuNntXt0sIoK1ogLWiujM7BlmoZTllikGbgUZBdDrwgf+wfqN\npFLLpjdXE5b0Qsn9asbpLYFac0Jfb26Xc65M6mPWnSbQQ3WWpfYaZeITHhFjVg3FNY9gsLMe7hlp\nr8dIXwtG+loibp9VvE1i0ZWdnQSzOQGjo3NClHb7DC5e7AzZuCuEwMmT8g+erKzIVlULYWBA2s9n\ntRoiqqXPEhzgOZ3ci8asDDVFNTh29RhEUN1/U0nksr19Qhq4JZpSQmavhBAYH+r0ynD43mtqYnCe\nRz0/UjNKZA+abXfOhA3cettqZZ6eOr333qJWy3MhbvfSTcYy8QsHbsyqQW+0oHz7M7jzh99GNGwP\nRpeYhMLqh2TLKyttuHBBKklw5kwbioosiqbN16/3oKtLrsm0lFIg4+MOWQ+d1Rq9flN2dhJUKoLH\n4/2dGY0swMusDGaTGTvKd+BS/SX/sszUTGwqjhy4BQ8mhCuT3jrzBga7VrZLJzWzFCCS3KvGBjvQ\n3XQVWcXbZOu7Z1xou3tGttxozgCg3M8WrNXIMMAChhMYZinIKNyEsm1PxbSNWqND9b6XoFEoxVRV\nyYVznU43XnutVjbFWVfXh6NHG2TrWyx6ZGYuXcYt0F9wllgCt1n9plmKi1MW5bgYZj4c3n0YD299\nGCXZJdi5YSe+9NiXoI5CvDk4024wKQduEyO9UQVtKtXSlhl1iSaYfEFXIA1Xj2K4V+oYIYRA/eV3\nMD0ht/NLTsvx7k8xcOPsOSOHM27MqiOndCfUGh0arh6VmM8rkWAwo2rPizBb8xRfz883IyPDKBOq\nnZ6ewb//+1UUFFiQmpqI7u5xdHcr+w1u3iy/OS8mk5Nyg2qLJbZBgAceyEN7+yiMRh327pXr4jHM\ncqFSqXBg84GYt3O7pdeBRqesYRatl7Fas/SZ54yCTZgYkcqAeNwzuHHyZ0jLLkdaVjncLgd6Wm9I\nbP1m0eqNSEoNHbjFg00fs/xw4MasSjILNyM1owQdDRcw2N3gHZkPKEnoTSmw5VahoPJBxUxbIA8+\nWIBf/eq2bLkQXr22lhb5NNssWq0KO3fmzP8HiYLJyYXrN5WUpOI//Ie90Os1UKl4boiJPzxBgZtK\nrXwNUBjJkUASjEs/2JBZtAXNdcdlfWsQAoOd9RjsrFfe0Ic1p8Iv3aHU4jA7IR4LLS0jMJl0MWXt\nmfiCAzdm1aJLNKF406Mo3vQonNOTmJ4cgRAe6A1mJBii7zmrrrbhwoVkRcmNSCyHabuSGfR8ZAAM\nhpX3JmSY+eKeiS5wM5rTZb1lwag1OiRZIsvpLBRtggE5pbvQfnd+LiW5Zbv9XysFWrMuKNFy8WIH\n3n+/ERqNCl//+rYlbfFgVo6F9Lj9PYDoPT4YZgHo9EYkp+XAbM2LKWgDvLIYL75YCb0+tueU7Owk\n7Nmz9GVHJRmA+QhvMkx8I70OQmXW9EYLMgrCDDsQoajmEai1yzOkU1B1AHpT7H2ladnlEiFfg0GL\nxETpPSp42jwcHo/AmTNtALyacMFDWczaYd4ZNyHEf1/MA2GYpSQlJREvvFCJN96ojWpgNTFRg+ef\nr1iWsqOy8CYHbsz6QqXSwO2ZaxvwuEPb01Xseg555XsxMyPtgSVSIdGYAl3i8mWaNNoEVO5+AdeP\n/zhqoWu1NkFxCMtqNUjcXRwON0ZHp2E2R+55bW4exvj43O+vp0e5Z5eJf3iqlFk3lJen4fnnKxX1\nkgJJStLhS1/avOSiu+EI1sFimLWOSiMt9Xs8oQM3IoIpJRMWW4Hkn9mat6xB2yxmax6KNz0W1bqk\nUmHDjs8o+p1mZyfJlt27F50+3bVr0iEJpQdCZm3AgRuzrti0KQPf+tYObNiQJgvgEhM12LcvD9/8\n5nbFG+hSoVQW5Zsus95Qq4MCt+CG/1VO3oa9KN/xGVkAGgip1Kjc8yLS8zcqvq7k9nL9emTz+qkp\nl8ymLymJ9RzXKjycwKw70tONeOWVGkxNudDUNIzp6RkkJelQXJyyIiVKpUEEDtyY9YYqKHBzOmJr\nzF8NZJdsR2pmKXparqO39Sbs495smVZvhC2n0mvdZ5ZrS85SUpIKnU4tcT/p7BzHvXuDKC8PLUh8\n4UKHrFc2N3fpRMOZlYUDN2bdYjBosXFjeuQVlxiljJvSpCnDrGV0eiOmxuayRg577FPgqwG90YzC\n6oMorD4It8sJj2cGGl2iX/YjHDqdGlVVNlmW7YMPGpGRYVTsdevtncDZs22y5UrOMMzagEulDLPC\nKGX5WHiTWW8E93w5puIzcAtErdVBm2CIKmibRUnwe2jIjh/84IpMc7KvbxK//GWdLNum12tQVCQv\nuzJrA864McwKo9SLEosMAOA1o758uQupqYkoKwtdUmGY1YreIA00psYHIDyekEbzwUyNDaD+0jtI\ny9mA/IoHluIQl4XCQguyskwyJ5fJSRd+9rMbKC9PQ0qKHgMDU2hsHFKckt+8OYMn09cwnHFjmBUm\nNVVu7TM4GFvG7fjxFrz/fiNef13uwcow8UCwFppnxuV1TImSe1fexehAG5pufIyxwfjVMCMiPPZY\nieJrHo/A3bsDOH++Aw0NykFbQoIaDzyQv8RHyawkHLgxzAqTlJQgG1AYHIw+4zabbQO8YvLBsgAM\nEw8kmlJly0YH26Pa1j4xjJG+Fv/3fW23FuuwVoTi4hRs2zY/54enny5HcnLCIh8Rs5rgwI1hVgHB\nWbfJSRfs9ujkEGYnY2fp7WXhTSb+MFkyZWXR/g65x7AS/e11ku+nxqPTPlvNPP10Wcx9aps3Z2DT\nJnmPHLO24MCNYVYB6elysd/m5hGFNeXU1krLSYFSAgwTL6g1WpgsmZJlo/2tcNjHI27b23pT8n04\n8d54Qa1W4eWXNyIvLzpZj+pqGz772Q1LfFTMamDFAjci+jwR1RGRh4h2hFnvSSKqJ6JGIvrOch4j\nwywX+fny0f26usj9PU6nG3fvSi2DExPZbJ6JT9KyyiXfC48HbXdOh91mbLBD1gunS1g515PFJCFB\ng1df3YKDBwsU9R4BIDk5AYcPl+Jzn6uCWs25mPXASk6V3gLwAoDvh1qBiNQA/j8AjwHoAHCJiN4R\nQkSXP2eYOKGkRN7fU18/GNGnsK6uT5Zhy8pafssfhlkMrDkVaKk7IVnWdf8Ksoq2wZSSqbhNc+2n\nsmWB5u3xjlqtwqFDRdi/Px+NjUNobh7B9PQMDAYtyspSUVycEpPcCBP/rFjgJoS4AyDSH9wuAI1C\niCbfum8CeBYAB27MmiI1NVEmATAz48GJEy149tkKxW2cTjeOH2+RLV9Ouy6GWUxMKZnQGy2Ynpxr\nExAeN2rPvI4th76KxKDJ05a6kxjubZLtJzktd8mPdbnRatWorLShsjK08wKzPljtOm45AALHijoA\n7FZakYi+CeCbAJCfz6PQTPyxcWO6TLvp2rUepKcbsXdvnmz9Y8eaMDbmkCwjUi67Mky8kFm0FS23\njkuWOabGcPmj7yGjYBNSMorhnnGir+0WhrobZNtrdIkwWwuW63AZZtlZ/zENAAAACXdJREFU0sCN\niD4BoJTf/lshxNuL+V5CiB8A+AEA7NixQ0HdhmFWNxs3puPYsWZ4PNI/3w8/vI/JSRd2785BUlIC\nBgencOJEi2woAfD6E4YrrTLMaiendCfa756Fe8YpWe52OdDVeAldjZfCbp+eVw2VmsVnmbXLkgZu\nQohHF7iLTgCBqYZc3zKGWXOYzXpUV9sUA7IzZ9pw9mwbtFp12KnRXbtylvIQGWbJ0SYYkF+5X7F3\nLRKkUiEvjl0TGCYaVvsIyiUAZURUREQ6AC8DeGeFj4lhloxDh4qgViv3fQoRXuojI8OI6uq105TN\nrF/yK/bDbIu93JlTukvWB8cwa42VlAN5nog6AOwF8B4Rfehbnk1ERwFACDED4C8AfAjgDoAjQoi6\nUPtkmHgnNTURBw8WxrydSkV47rkKqFQ8XcbEP6RSoXrv55FgiE7DDPAK+BZvWmiRh2FWPysWuAkh\nfiuEyBVCJAghMoQQT/iWdwkhngpY76gQolwIUSKE+PuVOl6GWS4efDAflZXWmLY5cKAAWVk8Tcqs\nHXSJJmw++GVFK6xgklKzsenAH0OlXu3zdgyzcFZ7qZRh1h1EhOefr4xaMX3HjmwcPMhTdMzaw5Bs\nxY7H/xT5lfsVs29qjQ45Zbux5dBXoUtk/UJmfUBCrL0BzB07dojLly+v9GEwzIKYmfHgk0+acPFi\nB5QuU4NBi4MHC7B799rTrGKYYIQQfpcE4XEj0ZQKS3ohZ9mYNQERXRFChHSRkqzLgRvDrG7Gxx2o\nq+tHY+MQHI4ZGI06VFZaUV2dDo2Gk+YMwzDxzroP3IioH0BrlKtbAQxEXItZDfC5ii/4fMUPfK7i\nCz5f8UO056pACBGVLcaaDNxigYguRxvlMisLn6v4gs9X/MDnKr7g8xU/LMW54joLwzAMwzBMnMCB\nG8MwDMMwTJzAgZvP35SJC/hcxRd8vuIHPlfxBZ+v+GHRz9W673FjGIZhGIaJFzjjxjAMwzAMEydw\n4MYwDMMwDBMnrNvAjYieJKJ6Imokou+s9PEw4SGiFiKqJaLrRMTqyqsMIvoREfUR0a2AZalE9DER\nNfj+T1nJY2S8hDhXf0dEnb7r6zoRPRVuH8zyQER5RHSciG4TUR0R/ZVvOV9bq5Aw52tRr6912eNG\nRGoA9wA8BqADwCUArwghbq/ogTEhIaIWADuEECw6uQohogMAJgD8TAix0bfsHwEMCSG+63s4ShFC\n/M1KHicT8lz9HYAJIcQ/reSxMVKIKAtAlhDiKhElAbgC4DkAr4KvrVVHmPP1Ehbx+lqvGbddABqF\nEE1CCCeANwE8u8LHxDBxixDiFIChoMXPAvip7+ufwnsDY1aYEOeKWYUIIbqFEFd9X48DuAMgB3xt\nrUrCnK9FZb0GbjkA2gO+78AS/HKZRUUA+IiIrhDRN1f6YJioyBBCdPu+7gGQsZIHw0TkL4jopq+U\nyqW3VQYRFQLYCuAi+Npa9QSdL2ARr6/1Grgx8cd+IcQ2AIcB/Lmv3MPECcLbk7H++jLih/8FoATA\nFgDdAP7vlT0cJhAiMgH4NYC/FkKMBb7G19bqQ+F8Ler1tV4Dt04AeQHf5/qWMasUIUSn7/8+AL+F\nt9zNrG56fT0fs70ffSt8PEwIhBC9Qgi3EMID4H+Dr69VAxFp4Q0CXhNC/Ma3mK+tVYrS+Vrs62u9\nBm6XAJQRURER6QC8DOCdFT4mJgREZPQ1eoKIjAAeB3Ar/FbMKuAdAF/xff0VAG+v4LEwYZgNAnw8\nD76+VgVERAB+COCOEOKfA17ia2sVEup8Lfb1tS6nSgHAN477LwDUAH4khPj7FT4kJgREVAxvlg0A\nNABe5/O1uiCiNwA8BMAKoBfA/wngdwCOAMgH0ArgJSEEN8WvMCHO1UPwlnEEgBYA3wrooWJWCCLa\nD+A0gFoAHt/i/wZv3xRfW6uMMOfrFSzi9bVuAzeGYRiGYZh4Y72WShmGYRiGYeIODtwYhmEYhmHi\nBA7cGIZhGIZh4gQO3BiGYRiGYeIEDtwYhmEYhmHiBA7cGIZhwkBEDxGRICJrhPVOENG/LtdxMQyz\nPuHAjWGYuIeIfuILrgQRuYioiYj+ySfYvFDOAcgCMOh7r1eJaEJhvRcA/NdFeD+GYZiQaFb6ABiG\nYRaJTwB8CYAWwIMA/h2AEcCfLWSnQggnvEbekdZjAVSGYZYczrgxDLNWcAgheoQQ7UKI1wG8BuA5\nACCiA0R0kYimiaiXiP4fn90dAl6/QEQTRDRKRH8goo2+1/ylUiJ6CMCPARgDMnx/51tPUiolohQi\n+ikRDRORnYg+IaLqgNdf9b3fI0R0i4gmieg4ERUtxy+LYZj4hAM3hmHWKnYAWiLKAfA+gGsAtgL4\nE3gtaP4nABCRBl6vxzMANgPYDa8dnlthn+cA/DWAKXjLp1kA/inE+//Et69n4TWVngLwARElBqyT\nAG959WsA9gKwAPjefH5YhmHWB1wqZRhmzUFEuwD8EYBjAL4NoAvAt4UQHgB3iOg7AL5PRP8dgB7e\ngOn3Qoj7vl3cVdqvEMJJRKPeL0XI8ikRlQH4LICDQohTvmVfAtAG4IvwlnEB7z34z4UQ9b51/gnA\nj4iIBPsRMgyjAGfcGIZZKzzpKz1OAzgP4BSAvwRQCeCCL2ib5QwAHYBSX2/aTwB8SETvEdF/JKL8\nBR5LJbwm0+dnFwghRuE1n64KWM8xG7T56PIdV8oC359hmDUKB24Mw6wVTgHYAmADAL0Q4gUhRF+E\nbQQACCG+Cm9Z8xS8mbJ6InpiiY4zMJM2E+I1vjczDKMI3xwYhlkrTAkhGoUQrUIIV8DyOwD2EFHg\n/W4/ACeA2dIohBA3hBD/IIR4CMAJAF8J8T5OAOoIx3IH3vvr3tkFRJQMoAbA7eh+HIZhGDkcuDEM\ns9b5NwDZAP6NiCqJ6GkA3wXwr0KIKSIqIqLvEtE+IiogokMANiF0gNUCQE9Ej/kmTQ3BKwghGuAd\nePg+ET1IRDUAfgFgDMDri/8jMgyzXuDAjWGYNY0QohPAYXgnSq8D+BGANwD8N98qUwDKAbwF4B6A\nn8IrJfIPIfZ3Dt7JzzcA9AP4P0K89VcB/AHAO77/DQCeFELYF/xDMQyzbiEeXGIYhmEYhokPOOPG\nMAzDMAwTJ3DgxjAMwzAMEydw4MYwDMMwDBMncODGMAzDMAwTJ3DgxjAMwzAMEydw4MYwDMMwDBMn\ncODGMAzDMAwTJ3DgxjAMwzAMEyf8/+YJolVbRdAkAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114975c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create and style logo\n",
    "logo = lm.Logo(df=crp_df,\n",
    "               font_name='Arial Rounded MT Bold',\n",
    "               fade_below=0.5,\n",
    "               shade_below=0.5,\n",
    "               figsize=(10,3))\n",
    "\n",
    "# set axes labels\n",
    "logo.ax.set_xlabel('Position',fontsize=14)\n",
    "logo.ax.set_ylabel(\"$-\\Delta \\Delta G$ (kcal/mol)\", labelpad=-1,fontsize=14)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Change logo font\n",
    "\n",
    "The font of the characters drawn in the logo can easily be set by using the keyword argument *font_name*. A complete list of available fonts can by accessed by using the logomaker function *list_font_names()*, (e.g. call as *lm.list_font_names()*)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x114ca0210>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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LB8HBDyHrYMl4fFGUs2VLWLECmrv4wjlbiLkyYoT2eb16okVQVFRJux9/g4iE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ZlKEowEeeHkC5QXlqejv6NToxy/fDxDI1iSX8ITdz6RESHMhmy/fa4+nHPweq26koHr10c/klHq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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114da7810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create and style logo\n",
    "logo = lm.Logo(df=crp_df,\n",
    "               font_name='Hobo Std',\n",
    "               fade_below=0.5,\n",
    "               shade_below=0.5,\n",
    "               figsize=(10,3))\n",
    "\n",
    "# set axes labels\n",
    "logo.ax.set_xlabel('Position',fontsize=14)\n",
    "logo.ax.set_ylabel(\"$-\\Delta \\Delta G$ (kcal/mol)\", labelpad=-1,fontsize=14)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# References"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sort_seq'></a>\n",
    "[1] Kinney, J. B. et al. (2010). `Using deep sequencing to characterize the biophysical mechanism of a transcriptional regulatory sequence.` Proc Natl Acad Sci USA, 107(20), 9158-9163."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
